var bibbase_data = {"data":"<img src=\"//bibbase.org/img/ajax-loader.gif\" id=\"spinner\"\n  style=\"display: none;\" alt=\"Loading..\" />\n\n<div id=\"bibbase\">\n\n  <script type=\"text/javascript\">\n    var bibbase = {\n      params: {\"bib\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\",\"jsonp\":\"1\",\"host\":\"bibbase.org\"},\n      data: [{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Catalán\"],\"firstnames\":[\"Hernán\",\"F.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lobel\"],\"firstnames\":[\"Hans\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Herrera\"],\"firstnames\":[\"Juan\",\"C.\"],\"suffixes\":[]}],\"booktitle\":\"2018 21st International Conference on Intelligent Transportation Systems (ITSC)\",\"title\":\"Classifying Drivers' Behavior in Public Transport using Inertial Measurement Units and Decision Trees\",\"year\":\"2018\",\"volume\":\"\",\"number\":\"\",\"pages\":\"217-222\",\"doi\":\"10.1109/ITSC.2018.8569404\",\"bibtex\":\"@InProceedings{\\t  8569404,\\n  author\\t= {Catalán, Hernán F. and Lobel, Hans and Herrera, Juan\\n\\t\\t  C.},\\n  booktitle\\t= {2018 21st International Conference on Intelligent\\n\\t\\t  Transportation Systems (ITSC)},\\n  title\\t\\t= {Classifying Drivers' Behavior in Public Transport using\\n\\t\\t  Inertial Measurement Units and Decision Trees},\\n  year\\t\\t= {2018},\\n  volume\\t= {},\\n  number\\t= {},\\n  pages\\t\\t= {217-222},\\n  doi\\t\\t= {10.1109/ITSC.2018.8569404}\\n}\\n\\n\",\"author_short\":[\"Catalán, H. 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D.\"],\"key\":\"10.1145/3448139.3448203\",\"id\":\"10.1145/3448139.3448203\",\"bibbaseid\":\"hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1145/3448139.3448203\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":5,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"Vicente\"],\"propositions\":[],\"lastnames\":[\"Dominguez\"],\"suffixes\":[]},{\"firstnames\":[\"Pablo\"],\"propositions\":[],\"lastnames\":[\"Messina\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Domingo\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"Christoph\"],\"propositions\":[],\"lastnames\":[\"Trattner\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Comparing 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Image Recommendation?\",\"year\":\"2018\",\"eprint\":\"arXiv:1807.09870\",\"url\":\"https://arxiv.org/abs/1807.09870\",\"booktitle\":\"2nd workshop on Intelligent Recommender Systems by Knowledge Transfer and Learning\",\"bibtex\":\"@InProceedings{\\t  1807.09870,\\n  author\\t= {Felipe del Rio and Pablo Messina and Vicente Dominguez and\\n\\t\\t  Denis Parra},\\n  title\\t\\t= {Do Better ImageNet Models Transfer Better... for Image\\n\\t\\t  Recommendation?},\\n  year\\t\\t= {2018},\\n  eprint\\t= {arXiv:1807.09870},\\n  url\\t\\t= \\\"https://arxiv.org/abs/1807.09870\\\",\\n  booktitle\\t= {2nd workshop on Intelligent Recommender Systems by\\n\\t\\t  Knowledge Transfer and Learning}\\n}\\n\\n\",\"author_short\":[\"del Rio, F.\",\"Messina, P.\",\"Dominguez, V.\",\"Parra, 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setting\",\"journal\":\"Scientometrics\",\"year\":\"2020\",\"doi\":\"10.1007/s11192-020-03648-6\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf\",\"author\":[{\"firstnames\":[\"Andres\"],\"propositions\":[],\"lastnames\":[\"Carvallo\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"keywords\":\"Active learning, Document screening, Natural language processing\",\"bibtex\":\"@Article{\\t  activecarvallo2020,\\n  title\\t\\t= \\\"Automatic document screening of medical literature using\\n\\t\\t  word and text embeddings in an active learning setting\\\",\\n  journal\\t= \\\"Scientometrics\\\",\\n  year\\t\\t= \\\"2020\\\",\\n  doi\\t\\t= \\\"10.1007/s11192-020-03648-6\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf\\\",\\n  author\\t= \\\"Andres Carvallo and Denis Parra and Hans Lobel and Alvaro\\n\\t\\t  Soto\\\",\\n  keywords\\t= \\\"Active learning, Document screening, Natural language\\n\\t\\t  processing\\\"\\n}\\n\\n\",\"author_short\":[\"Carvallo, A.\",\"Parra, D.\",\"Lobel, H.\",\"Soto, A.\"],\"key\":\"activecarvallo2020\",\"id\":\"activecarvallo2020\",\"bibbaseid\":\"carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf\"},\"keyword\":[\"Active learning\",\"Document screening\",\"Natural language processing\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":17,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"JM.\"],\"propositions\":[],\"lastnames\":[\"Aguilera\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Erana\"],\"suffixes\":[]},{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"C.\"],\"propositions\":[],\"lastnames\":[\"Valdivieso\"],\"suffixes\":[]}],\"title\":\"Computer Vision for Quality Control in Latin American Food Industry, A Case Study\",\"booktitle\":\"Int. Conf. on Computer Vision (ICCV): Workshop on Computer Vision Applications for Developing Countries\",\"pages\":\"\",\"year\":\"2007\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  aguilera:etat:2007,\\n  author\\t= {JM. Aguilera and A. Cipriano and M. Erana and I. Lillo and\\n\\t\\t  D. Mery and A. Soto and C. Valdivieso},\\n  title\\t\\t= {Computer Vision for Quality Control in Latin American Food\\n\\t\\t  Industry, A Case Study},\\n  booktitle\\t= {Int. Conf. on Computer Vision (ICCV): Workshop on Computer\\n\\t\\t  Vision Applications for Developing Countries},\\n  pages\\t\\t= {},\\n  year\\t\\t= {2007},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Aguilera, J.\",\"Cipriano, A.\",\"Erana, M.\",\"Lillo, I.\",\"Mery, D.\",\"Soto, A.\",\"Valdivieso, C.\"],\"key\":\"aguilera:etat:2007\",\"id\":\"aguilera:etat:2007\",\"bibbaseid\":\"aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Alfaro\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Human Action Recognition from Inter-Temporal Dictionaries of Key-Sequences\",\"booktitle\":\"6th Pacific-Rim Symposium on Image and Video Technology, PSIVT\",\"year\":\"2013\",\"abstract\":\"This paper addresses the human action recognition in video by proposing a method based on three main processing steps. First, we tackle problems related to intraclass variations and differences in video lengths. We achieve this by reducing an input video to a set of key-sequences that represent atomic meaningful acts of each action class. Second, we use sparse coding techniques to learn a representation for each key-sequence. We then join these representations still preserving information about temporal relationships. We believe that this is a key step of our approach because it provides not only a suitable shared rep resentation to characterize atomic acts, but it also encodes global tem poral consistency among these acts. Accordingly, we call this represen tation inter-temporal acts descriptor. Third, we use this representation and sparse coding techniques to classify new videos. Finally, we show that, our approach outperforms several state-of-the-art methods when is tested using common benchmarks.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf\",\"bibtex\":\"@InProceedings{\\t  alfaro:etal:2013,\\n  author\\t= { A. Alfaro and D. Mery and A. Soto},\\n  title\\t\\t= {Human Action Recognition from Inter-Temporal Dictionaries\\n\\t\\t  of Key-Sequences},\\n  booktitle\\t= {6th Pacific-Rim Symposium on Image and Video Technology,\\n\\t\\t  PSIVT},\\n  year\\t\\t= {2013},\\n  abstract\\t= {This paper addresses the human action recognition in video\\n\\t\\t  by proposing a method based on three main processing steps.\\n\\t\\t  First, we tackle problems related to intraclass variations\\n\\t\\t  and differences in video lengths. We achieve this by\\n\\t\\t  reducing an input video to a set of key-sequences that\\n\\t\\t  represent atomic meaningful acts of each action class.\\n\\t\\t  Second, we use sparse coding techniques to learn a\\n\\t\\t  representation for each key-sequence. We then join these\\n\\t\\t  representations still preserving information about temporal\\n\\t\\t  relationships. We believe that this is a key step of our\\n\\t\\t  approach because it provides not only a suitable shared rep\\n\\t\\t  resentation to characterize atomic acts, but it also\\n\\t\\t  encodes global tem poral consistency among these acts.\\n\\t\\t  Accordingly, we call this represen tation inter-temporal\\n\\t\\t  acts descriptor. Third, we use this representation and\\n\\t\\t  sparse coding techniques to classify new videos. Finally,\\n\\t\\t  we show that, our approach outperforms several\\n\\t\\t  state-of-the-art methods when is tested using common\\n\\t\\t  benchmarks.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf}\\n}\\n\\n\",\"author_short\":[\"Alfaro, A.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"alfaro:etal:2013\",\"id\":\"alfaro:etal:2013\",\"bibbaseid\":\"alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":14,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Alfaro\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Action Recognition in Video Using Sparse Coding and Relative Features\",\"booktitle\":\"CVPR\",\"year\":\"2016\",\"abstract\":\"This work presents an approach to category-based action recognition in video using sparse coding techniques. The proposed approach includes two main contributions: i) A new method to handle intra-class variations by decomposing each video into a reduced set of representative atomic action acts or key-sequences, and ii) A new video descriptor, ITRA: Inter-Temporal Relational Act Descriptor, that exploits the power of comparative reasoning to capture relative similarity relations among key-sequences. In terms of the method to obtain key-sequences, we introduce a loss function that, for each video, leads to the identification of a sparse set of representative key-frames capturing both, relevant particularities arising in the input video, as well as relevant generalities arising in the complete class collection. In terms of the method to obtain the ITRA descriptor, we introduce a novel scheme to quantify relative intra and inter-class similarities among local temporal patterns arising in the videos. The resulting ITRA descriptor demonstrates to be highly effective to discriminate among action categories. As a result, the proposed approach reaches remarkable action recognition performance on several popular benchmark datasets, outperforming alternative state-of-the-art techniques by a large margin.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf\",\"bibtex\":\"@InProceedings{\\t  anali:etal:2016,\\n  author\\t= {A. Alfaro and D. Mery and A. Soto},\\n  title\\t\\t= {Action Recognition in Video Using Sparse Coding and\\n\\t\\t  Relative Features},\\n  booktitle\\t= {{CVPR}},\\n  year\\t\\t= {2016},\\n  abstract\\t= {This work presents an approach to category-based action\\n\\t\\t  recognition in video using sparse coding techniques. The\\n\\t\\t  proposed approach includes two main contributions: i) A new\\n\\t\\t  method to handle intra-class variations by decomposing each\\n\\t\\t  video into a reduced set of representative atomic action\\n\\t\\t  acts or key-sequences, and ii) A new video descriptor,\\n\\t\\t  ITRA: Inter-Temporal Relational Act Descriptor, that\\n\\t\\t  exploits the power of comparative reasoning to capture\\n\\t\\t  relative similarity relations among key-sequences. In terms\\n\\t\\t  of the method to obtain key-sequences, we introduce a loss\\n\\t\\t  function that, for each video, leads to the identification\\n\\t\\t  of a sparse set of representative key-frames capturing\\n\\t\\t  both, relevant particularities arising in the input video,\\n\\t\\t  as well as relevant generalities arising in the complete\\n\\t\\t  class collection. In terms of the method to obtain the ITRA\\n\\t\\t  descriptor, we introduce a novel scheme to quantify\\n\\t\\t  relative intra and inter-class similarities among local\\n\\t\\t  temporal patterns arising in the videos. The resulting ITRA\\n\\t\\t  descriptor demonstrates to be highly effective to\\n\\t\\t  discriminate among action categories. As a result, the\\n\\t\\t  proposed approach reaches remarkable action recognition\\n\\t\\t  performance on several popular benchmark datasets,\\n\\t\\t  outperforming alternative state-of-the-art techniques by a\\n\\t\\t  large margin.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf}\\n}\\n\\n\",\"author_short\":[\"Alfaro, A.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"anali:etal:2016\",\"id\":\"anali:etal:2016\",\"bibbaseid\":\"alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Moodplay: Interactive Music Recommendation based on Artists’ Mood Similarity \",\"author\":[{\"propositions\":[],\"lastnames\":[\"Andjelkovic\"],\"firstnames\":[\"Ivana\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"O'Donovan\"],\"firstnames\":[\"John\"],\"suffixes\":[]}],\"journal\":\"International Journal of Human-Computer Studies \",\"volume\":\"\",\"number\":\"\",\"pages\":\"- \",\"year\":\"2018\",\"issn\":\"1071-5819\",\"doi\":\"10.1016/j.ijhcs.2018.04.004\",\"keywords\":\"interactive visualization, recommender systems, artists' emotion, music recommendation, user study\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf\",\"bibtex\":\"@Article{\\t  andjelkovic2018,\\n  title\\t\\t= \\\"Moodplay: Interactive Music Recommendation based on\\n\\t\\t  Artists’ Mood Similarity \\\",\\n  author\\t= \\\"Andjelkovic, Ivana and Parra, Denis and O'Donovan, John\\\",\\n  journal\\t= \\\"International Journal of Human-Computer Studies \\\",\\n  volume\\t= \\\"\\\",\\n  number\\t= \\\"\\\",\\n  pages\\t\\t= \\\" - \\\",\\n  year\\t\\t= \\\"2018\\\",\\n  issn\\t\\t= \\\"1071-5819\\\",\\n  doi\\t\\t= \\\"10.1016/j.ijhcs.2018.04.004\\\",\\n  keywords\\t= \\\"interactive visualization, recommender systems, artists'\\n\\t\\t  emotion, music recommendation, user study\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf\\\"\\n}\\n\\n\",\"author_short\":[\"Andjelkovic, I.\",\"Parra, D.\",\"O'Donovan, J.\"],\"key\":\"andjelkovic2018\",\"id\":\"andjelkovic2018\",\"bibbaseid\":\"andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf\"},\"keyword\":[\"interactive visualization\",\"recommender systems\",\"artists' emotion\",\"music recommendation\",\"user study\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Araneda\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Fienberg\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Statistical approach to simultaneous mapping and localization for mobile robots\",\"journal\":\"The Annals of Applied Statistics\",\"volume\":\"1\",\"number\":\"1\",\"pages\":\"66-84\",\"year\":\"2007\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@Article{\\t  araneda:fienberg:soto:2007,\\n  author\\t= {A. Araneda and S. Fienberg and A. Soto},\\n  title\\t\\t= {A Statistical approach to simultaneous mapping and\\n\\t\\t  localization for mobile robots},\\n  journal\\t= {The Annals of Applied Statistics},\\n  volume\\t= {1},\\n  number\\t= {1},\\n  pages\\t\\t= {66-84},\\n  year\\t\\t= {2007},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Araneda, A.\",\"Fienberg, S.\",\"Soto, A.\"],\"key\":\"araneda:fienberg:soto:2007\",\"id\":\"araneda:fienberg:soto:2007\",\"bibbaseid\":\"araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Araneda\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"A.\",\"Soto\"],\"firstnames\":[\"\"],\"suffixes\":[]}],\"title\":\"Statistical Inference in Mapping and Localization for Mobile Robots\",\"booktitle\":\"Advances in Artificial Intelligence, Iberamia-04, LNAI 3315\",\"pages\":\"545-554\",\"year\":\"2004\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  araneda:soto:2004,\\n  author\\t= {A. Araneda and A. Soto,},\\n  title\\t\\t= {Statistical Inference in Mapping and Localization for\\n\\t\\t  Mobile Robots},\\n  booktitle\\t= {Advances in Artificial Intelligence, Iberamia-04, LNAI\\n\\t\\t  3315},\\n  pages\\t\\t= {545-554},\\n  year\\t\\t= {2004},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Araneda, A.\",\"A. Soto, undefined\"],\"key\":\"araneda:soto:2004\",\"id\":\"araneda:soto:2004\",\"bibbaseid\":\"araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Araneda\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Important Sampling in Mapping and Localization by a Mobile Robot\",\"booktitle\":\"Workshop on Case Studies of Bayesian Statistics\",\"year\":\"2005\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  araneda:soto:2005,\\n  author\\t= {A. Araneda and A. Soto},\\n  title\\t\\t= {Important Sampling in Mapping and Localization by a Mobile\\n\\t\\t  Robot},\\n  booktitle\\t= {Workshop on Case Studies of Bayesian Statistics},\\n  year\\t\\t= {2005},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Araneda, A.\",\"Soto, A.\"],\"key\":\"araneda:soto:2005\",\"id\":\"araneda:soto:2005\",\"bibbaseid\":\"araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Araujo\"],\"firstnames\":[\"Vladimir\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Rios\"],\"firstnames\":[\"Felipe\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Data Mining for Item Recommendation in MOBA Games\",\"booktitle\":\"Proceedings of the 13th ACM Conference on Recommender Systems\",\"series\":\"RecSys '19\",\"year\":\"2019\",\"location\":\"Copenhagen, Denmark\",\"pages\":\"393–397\",\"numpages\":\"5\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf\",\"doi\":\"10.1145/3298689.3346986\",\"publisher\":\"ACM\",\"keywords\":\"MOBA games, data mining, item recommendation\",\"bibtex\":\"@InProceedings{\\t  araujo2019,\\n  author\\t= {Araujo, Vladimir and Rios, Felipe and Parra, Denis},\\n  title\\t\\t= {Data Mining for Item Recommendation in MOBA Games},\\n  booktitle\\t= {Proceedings of the 13th ACM Conference on Recommender\\n\\t\\t  Systems},\\n  series\\t= {RecSys '19},\\n  year\\t\\t= {2019},\\n  location\\t= {Copenhagen, Denmark},\\n  pages\\t\\t= {393--397},\\n  numpages\\t= {5},\\n  url\\t\\t= {http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf},\\n  doi\\t\\t= {10.1145/3298689.3346986},\\n  publisher\\t= {ACM},\\n  keywords\\t= {MOBA games, data mining, item recommendation}\\n}\\n\\n\",\"author_short\":[\"Araujo, V.\",\"Rios, F.\",\"Parra, D.\"],\"key\":\"araujo2019\",\"id\":\"araujo2019\",\"bibbaseid\":\"araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf\"},\"keyword\":[\"MOBA games\",\"data mining\",\"item recommendation\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Bailey\"],\"firstnames\":[\"Samuel\",\"M.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Wei\"],\"firstnames\":[\"Justin\",\"A.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Wang\"],\"firstnames\":[\"Chaoli\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"title\":\"CNVis: A Web-Based Visual Analytics Tool for Exploring Conference Navigator Data\",\"booktitle\":\"IS&T Electronic Imaging 2018 Symposium \",\"year\":\"2018\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf\",\"bibtex\":\"@InProceedings{\\t  bailey2018,\\n  author\\t= \\\"Bailey, Samuel M. and Wei, Justin A. and Wang, Chaoli and\\n\\t\\t  Parra, Denis and Brusilovsky, Peter\\\",\\n  title\\t\\t= \\\"CNVis: A Web-Based Visual Analytics Tool for Exploring\\n\\t\\t  Conference Navigator Data\\\",\\n  booktitle\\t= {IS&T Electronic Imaging 2018 Symposium },\\n  year\\t\\t= \\\"2018\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf\\\"\\n}\\n\\n\",\"author_short\":[\"Bailey, S. M.\",\"Wei, J. A.\",\"Wang, C.\",\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"bailey2018\",\"id\":\"bailey2018\",\"bibbaseid\":\"bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"acmid\":\"2799674\",\"address\":\"New York, NY, USA\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Balby\",\"Marinho\"],\"firstnames\":[\"Leandro\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 9th ACM Conference on Recommender Systems\",\"date-added\":\"2015-12-30 15:00:53 +0000\",\"date-modified\":\"2015-12-30 15:05:38 +0000\",\"doi\":\"10.1145/2792838.2799674\",\"isbn\":\"978-1-4503-3692-5\",\"keywords\":\"location-based recommendations, virtual environments\",\"location\":\"Vienna, Austria\",\"numpages\":\"4\",\"pages\":\"245–248\",\"publisher\":\"ACM\",\"series\":\"RecSys '15\",\"title\":\"Are Real-World Place Recommender Algorithms Useful in Virtual World Environments?\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf\",\"year\":\"2015\",\"bdsk-url-1\":\"http://doi.acm.org/10.1145/2792838.2799674\",\"bdsk-url-2\":\"http://dx.doi.org/10.1145/2792838.2799674\",\"bibtex\":\"@InProceedings{\\t  balbymarinho:2015:rpr:2792838.2799674,\\n  acmid\\t\\t= {2799674},\\n  address\\t= {New York, NY, USA},\\n  author\\t= {Balby Marinho, Leandro and Trattner, Christoph and Parra,\\n\\t\\t  Denis},\\n  booktitle\\t= {Proceedings of the 9th ACM Conference on Recommender\\n\\t\\t  Systems},\\n  date-added\\t= {2015-12-30 15:00:53 +0000},\\n  date-modified\\t= {2015-12-30 15:05:38 +0000},\\n  doi\\t\\t= {10.1145/2792838.2799674},\\n  isbn\\t\\t= {978-1-4503-3692-5},\\n  keywords\\t= {location-based recommendations, virtual environments},\\n  location\\t= {Vienna, Austria},\\n  numpages\\t= {4},\\n  pages\\t\\t= {245--248},\\n  publisher\\t= {ACM},\\n  series\\t= {RecSys '15},\\n  title\\t\\t= {Are Real-World Place Recommender Algorithms Useful in\\n\\t\\t  Virtual World Environments?},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf},\\n  year\\t\\t= {2015},\\n  bdsk-url-1\\t= {http://doi.acm.org/10.1145/2792838.2799674},\\n  bdsk-url-2\\t= {http://dx.doi.org/10.1145/2792838.2799674}\\n}\\n\\n\",\"author_short\":[\"Balby Marinho, L.\",\"Trattner, C.\",\"Parra, D.\"],\"key\":\"balbymarinho:2015:rpr:2792838.2799674\",\"id\":\"balbymarinho:2015:rpr:2792838.2799674\",\"bibbaseid\":\"balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf\"},\"keyword\":[\"location-based recommendations\",\"virtual environments\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Zhang\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Interpretable Visual Question Answering by Visual Grounding from Automatic Attention Annotations\",\"booktitle\":\"WACV\",\"year\":\"2019\",\"abstract\":\"A key aspect of VQA models that are interpretable is their ability to ground their answers to relevant regions in the image. Current approaches with this capability rely on supervised learning and human annotated groundings to train attention mechanisms inside the VQA architecture. Unfortunately, obtaining human annotations specific for visual grounding is difficult and expensive. In this work, we demonstrate that we can effectively train a VQA architecture with grounding supervision that can be automatically obtained from available region descriptions and object annotations. We also show that our model trained with this mined supervision generates visual groundings that achieve higher correlation to manually-annotated groundings than alternative approaches, even in the case of state-of-the-art algorithms that are directly trained with human grounding annotations.\",\"url\":\"https://arxiv.org/abs/1808.00265\",\"bibtex\":\"@InProceedings{\\t  ben:etal:2018,\\n  author\\t= {B. Zhang and JC. Niebles and A. Soto},\\n  title\\t\\t= {Interpretable Visual Question Answering by Visual\\n\\t\\t  Grounding from Automatic Attention Annotations},\\n  booktitle\\t= {WACV},\\n  year\\t\\t= {2019},\\n  abstract\\t= {A key aspect of VQA models that are interpretable is their\\n\\t\\t  ability to ground their answers to relevant regions in the\\n\\t\\t  image. Current approaches with this capability rely on\\n\\t\\t  supervised learning and human annotated groundings to train\\n\\t\\t  attention mechanisms inside the VQA architecture.\\n\\t\\t  Unfortunately, obtaining human annotations specific for\\n\\t\\t  visual grounding is difficult and expensive. In this work,\\n\\t\\t  we demonstrate that we can effectively train a VQA\\n\\t\\t  architecture with grounding supervision that can be\\n\\t\\t  automatically obtained from available region descriptions\\n\\t\\t  and object annotations. We also show that our model trained\\n\\t\\t  with this mined supervision generates visual groundings\\n\\t\\t  that achieve higher correlation to manually-annotated\\n\\t\\t  groundings than alternative approaches, even in the case of\\n\\t\\t  state-of-the-art algorithms that are directly trained with\\n\\t\\t  human grounding annotations.},\\n  url\\t\\t= {https://arxiv.org/abs/1808.00265}\\n}\\n\\n\",\"author_short\":[\"Zhang, B.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"ben:etal:2018\",\"id\":\"ben:etal:2018\",\"bibbaseid\":\"zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://arxiv.org/abs/1808.00265\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":6,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Sahebi\"],\"firstnames\":[\"Shaghayegh\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Wongchokprasitti\"],\"firstnames\":[\"Chirayu\"],\"suffixes\":[]}],\"booktitle\":\"Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), 2010 6th International Conference on\",\"organization\":\"IEEE\",\"pages\":\"1–10\",\"title\":\"Collaborative information finding in smaller communities: The case of research talks\",\"year\":\"2010\",\"bibtex\":\"@InProceedings{\\t  brusilovsky2010collaborative,\\n  author\\t= {Brusilovsky, Peter and Parra, Denis and Sahebi, Shaghayegh\\n\\t\\t  and Wongchokprasitti, Chirayu},\\n  booktitle\\t= {Collaborative Computing: Networking, Applications and\\n\\t\\t  Worksharing (CollaborateCom), 2010 6th International\\n\\t\\t  Conference on},\\n  organization\\t= {IEEE},\\n  pages\\t\\t= {1--10},\\n  title\\t\\t= {Collaborative information finding in smaller communities:\\n\\t\\t  The case of research talks},\\n  year\\t\\t= {2010}\\n}\\n\\n\",\"author_short\":[\"Brusilovsky, P.\",\"Parra, D.\",\"Sahebi, S.\",\"Wongchokprasitti, C.\"],\"key\":\"brusilovsky2010collaborative\",\"id\":\"brusilovsky2010collaborative\",\"bibbaseid\":\"brusilovsky-parra-sahebi-wongchokprasitti-collaborativeinformationfindinginsmallercommunitiesthecaseofresearchtalks-2010\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cansado\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Unsupervised Anomaly Detection in Large Databases Using Bayesian Networks\",\"journal\":\"Applied Artificial Intelligence\",\"volume\":\"22\",\"number\":\"4\",\"pages\":\"309-330\",\"year\":\"2008\",\"abstract\":\"Today, there has been a massive proliferation of huge databases storing valuable information. The opportunities of an effective use of these new data sources are enormous, however, the huge size and dimensionality of current large databases call for new ideas to scale up current statistical and computational approaches. This paper presents an application of Ar- tificial Intelligence technology to the problem of automatic detection of candidate anomalous records in a large database. We build our approach with three main goals in mind: 1)An effective detection of the records that are potentially anomalous, 2)A suitable selection of the subset of at- tributes that explains what makes a record anomalous, and 3)An efficient implementation that allows us to scale the approach to large databases. Our algorithm, called Bayesian Network Anomaly Detector (BNAD), uses the joint probability density function (pdf) provided by a Bayesian Net- work (BN) to achieve these goals. By using appropriate data structures, advanced caching techniques, the flexibility of Gaussian Mixture models, and the efficiency of BNs to model joint pdfs, BNAD manages to effi- ciently learn a suitable BN from a large dataset. We test BNAD using synthetic and real databases, the latter from the fields of manufacturing and astronomy, obtaining encouraging results. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf\",\"bibtex\":\"@Article{\\t  cansado:soto:2008,\\n  author\\t= {A. Cansado and A. Soto},\\n  title\\t\\t= {Unsupervised Anomaly Detection in Large Databases Using\\n\\t\\t  Bayesian Networks},\\n  journal\\t= {Applied Artificial Intelligence},\\n  volume\\t= {22},\\n  number\\t= {4},\\n  pages\\t\\t= {309-330},\\n  year\\t\\t= {2008},\\n  abstract\\t= {Today, there has been a massive proliferation of huge\\n\\t\\t  databases storing valuable information. The opportunities\\n\\t\\t  of an effective use of these new data sources are enormous,\\n\\t\\t  however, the huge size and dimensionality of current large\\n\\t\\t  databases call for new ideas to scale up current\\n\\t\\t  statistical and computational approaches. This paper\\n\\t\\t  presents an application of Ar- tificial Intelligence\\n\\t\\t  technology to the problem of automatic detection of\\n\\t\\t  candidate anomalous records in a large database. We build\\n\\t\\t  our approach with three main goals in mind: 1)An effective\\n\\t\\t  detection of the records that are potentially anomalous,\\n\\t\\t  2)A suitable selection of the subset of at- tributes that\\n\\t\\t  explains what makes a record anomalous, and 3)An efficient\\n\\t\\t  implementation that allows us to scale the approach to\\n\\t\\t  large databases. Our algorithm, called Bayesian Network\\n\\t\\t  Anomaly Detector (BNAD), uses the joint probability density\\n\\t\\t  function (pdf) provided by a Bayesian Net- work (BN) to\\n\\t\\t  achieve these goals. By using appropriate data structures,\\n\\t\\t  advanced caching techniques, the flexibility of Gaussian\\n\\t\\t  Mixture models, and the efficiency of BNs to model joint\\n\\t\\t  pdfs, BNAD manages to effi- ciently learn a suitable BN\\n\\t\\t  from a large dataset. We test BNAD using synthetic and real\\n\\t\\t  databases, the latter from the fields of manufacturing and\\n\\t\\t  astronomy, obtaining encouraging results. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf}\\n}\\n\\n\",\"author_short\":[\"Cansado, A.\",\"Soto, A.\"],\"key\":\"cansado:soto:2008\",\"id\":\"cansado:soto:2008\",\"bibbaseid\":\"cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"IntersectionExplorer, a Multi-Perspective Approach for Exploring Recommendations\",\"journal\":\"International Journal of Human-Computer Studies\",\"year\":\"2018\",\"issn\":\"1071-5819\",\"doi\":\"10.1016/j.ijhcs.2018.04.008\",\"author\":[{\"firstnames\":[\"Bruno\"],\"propositions\":[],\"lastnames\":[\"Cardoso\"],\"suffixes\":[]},{\"firstnames\":[\"Gayane\"],\"propositions\":[],\"lastnames\":[\"Sedrakyan\"],\"suffixes\":[]},{\"firstnames\":[\"Francisco\"],\"propositions\":[],\"lastnames\":[\"Gutiérrez\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Peter\"],\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"suffixes\":[]},{\"firstnames\":[\"Katrien\"],\"propositions\":[],\"lastnames\":[\"Verbert\"],\"suffixes\":[]}],\"keywords\":\"interactive visualization, exploration of recommendations, recommender systems, set visualization, scalability, user study\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf\",\"bibtex\":\"@Article{\\t  cardoso2018,\\n  title\\t\\t= \\\"IntersectionExplorer, a Multi-Perspective Approach for\\n\\t\\t  Exploring Recommendations\\\",\\n  journal\\t= \\\"International Journal of Human-Computer Studies\\\",\\n  year\\t\\t= \\\"2018\\\",\\n  issn\\t\\t= \\\"1071-5819\\\",\\n  doi\\t\\t= \\\"10.1016/j.ijhcs.2018.04.008\\\",\\n  author\\t= \\\"Bruno Cardoso and Gayane Sedrakyan and Francisco\\n\\t\\t  Gutiérrez and Denis Parra and Peter Brusilovsky and\\n\\t\\t  Katrien Verbert\\\",\\n  keywords\\t= \\\"interactive visualization, exploration of recommendations,\\n\\t\\t  recommender systems, set visualization, scalability, user\\n\\t\\t  study\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf\\\"\\n}\\n\\n\",\"author_short\":[\"Cardoso, B.\",\"Sedrakyan, G.\",\"Gutiérrez, F.\",\"Parra, D.\",\"Brusilovsky, P.\",\"Verbert, K.\"],\"key\":\"cardoso2018\",\"id\":\"cardoso2018\",\"bibbaseid\":\"cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf\"},\"keyword\":[\"interactive visualization\",\"exploration of recommendations\",\"recommender systems\",\"set visualization\",\"scalability\",\"user study\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"L.\",\"Caro\"],\"firstnames\":[\"J.\",\"Correa\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"P.\",\"Espinace\"],\"firstnames\":[\"D.\",\"Maturana\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"R.\",\"Mitnik\"],\"firstnames\":[\"S.\",\"Montabone\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"S.\",\"Pszszfolkowski\"],\"firstnames\":[\"D.\",\"Langdon\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"A.\",\"Araneda\"],\"firstnames\":[\"D.\",\"Mery\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"M.\",\"Torres\"],\"firstnames\":[\"A.\",\"Soto\"],\"suffixes\":[]}],\"title\":\"Indoor Mobile Robotics at Grima, PUC\",\"journal\":\"Journal of Intelligent and Robotic Systems\",\"volume\":\"66\",\"pages\":\"151-165\",\"number\":\"1-2\",\"year\":\"2012\",\"abstract\":\"This paper describes the main activities and achievements of our research group on Ma- chine Intelligence and Robotics (Grima) at the Computer Science Department, Pontificia Uni- versidad Catolica de Chile (PUC). Since 2002, we have been developing an active research in the area of indoor autonomous social robots. Our main focus has been the cognitive side of Robotics, where we have developed algorithms for autonomous navigation using wheeled robots, scene recognition using vision and 3D range sen- sors, and social behaviors using Markov Deci- sion Processes, among others. As a distinguish- ing feature, in our research we have followed a probabilistic approach, deeply rooted in ma- chine learning and Bayesian statistical techniques. Among our main achievements are an increasing list of publications in main Robotics conference and journals, and the consolidation of a research group with more than 25 people among full- time professors, visiting researchers, and graduate students. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf\",\"bibtex\":\"@Article{\\t  caro:etal:2012,\\n  author\\t= {L. Caro, J. Correa, P. Espinace, D. Maturana, R. Mitnik,\\n\\t\\t  S. Montabone, S. Pszszfolkowski, D. Langdon, A. Araneda, D.\\n\\t\\t  Mery, M. Torres, A. Soto},\\n  title\\t\\t= {Indoor Mobile Robotics at Grima, PUC},\\n  journal\\t= {Journal of Intelligent and Robotic Systems},\\n  volume\\t= {66},\\n  pages\\t\\t= {151-165},\\n  number\\t= {1-2},\\n  year\\t\\t= {2012},\\n  abstract\\t= {This paper describes the main activities and achievements\\n\\t\\t  of our research group on Ma- chine Intelligence and\\n\\t\\t  Robotics (Grima) at the Computer Science Department,\\n\\t\\t  Pontificia Uni- versidad Catolica de Chile (PUC). Since\\n\\t\\t  2002, we have been developing an active research in the\\n\\t\\t  area of indoor autonomous social robots. Our main focus has\\n\\t\\t  been the cognitive side of Robotics, where we have\\n\\t\\t  developed algorithms for autonomous navigation using\\n\\t\\t  wheeled robots, scene recognition using vision and 3D range\\n\\t\\t  sen- sors, and social behaviors using Markov Deci- sion\\n\\t\\t  Processes, among others. As a distinguish- ing feature, in\\n\\t\\t  our research we have followed a probabilistic approach,\\n\\t\\t  deeply rooted in ma- chine learning and Bayesian\\n\\t\\t  statistical techniques. Among our main achievements are an\\n\\t\\t  increasing list of publications in main Robotics conference\\n\\t\\t  and journals, and the consolidation of a research group\\n\\t\\t  with more than 25 people among full- time professors,\\n\\t\\t  visiting researchers, and graduate students. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf}\\n}\\n\\n\",\"author_short\":[\"L. Caro, J. C.\",\"P. Espinace, D. M.\",\"R. Mitnik, S. M.\",\"S. Pszszfolkowski, D. L.\",\"A. Araneda, D. M.\",\"M. Torres, A. S.\"],\"key\":\"caro:etal:2012\",\"id\":\"caro:etal:2012\",\"bibbaseid\":\"lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Carvallo\"],\"firstnames\":[\"Andres\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Comparing Word Embeddings for Document Screening based on Active Learning\",\"year\":\"2019\",\"booktitle\":\"Proceedings of the 4th Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019)\",\"location\":\"Paris, 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d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"doi\":\"10.1007/s11192-020-03648-6\",\"url\":\"https://doi.org/10.1007/s11192-020-03648-6\",\"year\":\"2020\",\"month\":\"September\",\"publisher\":\"Springer Science and Business Media LLC\",\"volume\":\"125\",\"number\":\"3\",\"pages\":\"3047–3084\",\"author\":[{\"firstnames\":[\"Andres\"],\"propositions\":[],\"lastnames\":[\"Carvallo\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Automatic document screening of medical literature using word and text embeddings in an active learning setting\",\"journal\":\"Scientometrics\",\"bibtex\":\"@Article{\\t  carvallo2020,\\n  doi\\t\\t= {10.1007/s11192-020-03648-6},\\n  url\\t\\t= {https://doi.org/10.1007/s11192-020-03648-6},\\n  year\\t\\t= {2020},\\n  month\\t\\t= sep,\\n  publisher\\t= {Springer Science and Business Media {LLC}},\\n  volume\\t= {125},\\n  number\\t= {3},\\n  pages\\t\\t= {3047--3084},\\n  author\\t= {Andres Carvallo and Denis Parra and Hans Lobel and Alvaro\\n\\t\\t  Soto},\\n  title\\t\\t= {Automatic document screening of medical literature using\\n\\t\\t  word and text embeddings in an active learning setting},\\n  journal\\t= {Scientometrics}\\n}\\n\\n\",\"author_short\":[\"Carvallo, A.\",\"Parra, D.\",\"Lobel, H.\",\"Soto, A.\"],\"key\":\"carvallo2020\",\"id\":\"carvallo2020\",\"bibbaseid\":\"carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1007/s11192-020-03648-6\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":17,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Translating Natural Language Instructions for Behavioral Robot Navigation with a Multi-Head Attention Mechanism\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Cerda-Mardini\"],\"firstnames\":[\"Patricio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Araujo\"],\"firstnames\":[\"Vladimir\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Soto\"],\"firstnames\":[\"Alvaro\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:2006.00697\",\"year\":\"2020\",\"bibtex\":\"@Article{\\t  cerda2020translating,\\n  title\\t\\t= {Translating Natural Language Instructions for Behavioral\\n\\t\\t  Robot Navigation with a Multi-Head Attention Mechanism},\\n  author\\t= {Cerda-Mardini, Patricio and Araujo, Vladimir and Soto,\\n\\t\\t  Alvaro},\\n  journal\\t= {arXiv preprint arXiv:2006.00697},\\n  year\\t\\t= {2020}\\n}\\n\\n\",\"author_short\":[\"Cerda-Mardini, P.\",\"Araujo, V.\",\"Soto, A.\"],\"key\":\"cerda2020translating\",\"id\":\"cerda2020translating\",\"bibbaseid\":\"cerdamardini-araujo-soto-translatingnaturallanguageinstructionsforbehavioralrobotnavigationwithamultiheadattentionmechanism-2020\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Cheuque\"],\"firstnames\":[\"Germán\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Guzmán\"],\"firstnames\":[\"José\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Recommender Systems for Online Video Game Platforms: The Case of STEAM\",\"booktitle\":\"Companion Proceedings of The 2019 World Wide Web Conference\",\"series\":\"WWW '19\",\"year\":\"2019\",\"isbn\":\"978-1-4503-6675-5\",\"location\":\"San Francisco, USA\",\"pages\":\"763–771\",\"numpages\":\"9\",\"url\":\"http://doi.acm.org/10.1145/3308560.3316457\",\"doi\":\"10.1145/3308560.3316457\",\"acmid\":\"3316457\",\"publisher\":\"ACM\",\"address\":\"New York, NY, USA\",\"keywords\":\"Deep Factorization Machines, Deep Neural Networks, Diversity, Factorization Machines, Novelty, Recommender System\",\"bibtex\":\"@InProceedings{\\t  cheuque:2019:rso:3308560.3316457,\\n  author\\t= {Cheuque, Germ\\\\'{a}n and Guzm\\\\'{a}n, Jos{\\\\'e} and Parra,\\n\\t\\t  Denis},\\n  title\\t\\t= {Recommender Systems for Online Video Game Platforms: The\\n\\t\\t  Case of STEAM},\\n  booktitle\\t= {Companion Proceedings of The 2019 World Wide Web\\n\\t\\t  Conference},\\n  series\\t= {WWW '19},\\n  year\\t\\t= {2019},\\n  isbn\\t\\t= {978-1-4503-6675-5},\\n  location\\t= {San Francisco, USA},\\n  pages\\t\\t= {763--771},\\n  numpages\\t= {9},\\n  url\\t\\t= 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d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Guarini\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Briseño\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"D.\",\"Mery\"],\"firstnames\":[\"\"],\"suffixes\":[]}],\"title\":\"Expert supervision of flotation cells using digital image processing\",\"booktitle\":\"In Proc. of 20th Int. Mineral Processing Congress\",\"pages\":\"281-292\",\"year\":\"1997\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  cipriano:et:al:1997,\\n  author\\t= {A. Cipriano and M. Guarini and A. Soto and H. Briseño and\\n\\t\\t  D. Mery,},\\n  title\\t\\t= {Expert supervision of flotation cells using digital image\\n\\t\\t  processing},\\n  booktitle\\t= {In Proc. of 20th Int. Mineral Processing Congress},\\n  pages\\t\\t= {281-292},\\n  year\\t\\t= {1997},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Cipriano, A.\",\"Guarini, M.\",\"Soto, A.\",\"Briseño, H.\",\"D. Mery, undefined\"],\"key\":\"cipriano:et:al:1997\",\"id\":\"cipriano:et:al:1997\",\"bibbaseid\":\"cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Guarini\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"C.\"],\"propositions\":[],\"lastnames\":[\"Sepúlveda\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Briseño\"],\"suffixes\":[]}],\"title\":\"A Real Time Visual Sensor for Supervision of Flotations Cells\",\"journal\":\"Minerals Engineering\",\"volume\":\"11\",\"number\":\"6\",\"pages\":\"489-499\",\"year\":\"1998\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@Article{\\t  cipriano:etal:1998,\\n  author\\t= {A. Cipriano and M. Guarini and R. Vidal and A. Soto and C.\\n\\t\\t  Sepúlveda and D. Mery and H. 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d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Christoph\"],\"propositions\":[],\"lastnames\":[\"Trattner\"],\"suffixes\":[]},{\"firstnames\":[\"Diego\"],\"propositions\":[],\"lastnames\":[\"Gómez\"],\"suffixes\":[]},{\"firstnames\":[],\"propositions\":[],\"lastnames\":[\"Matı́as Hurtado\"],\"suffixes\":[]},{\"firstnames\":[\"Xidao\"],\"propositions\":[],\"lastnames\":[\"Wen\"],\"suffixes\":[]},{\"firstnames\":[\"Yu-Ru\"],\"propositions\":[],\"lastnames\":[\"Lin\"],\"suffixes\":[]}],\"doi\":\"10.1016/j.comcom.2015.07.001\",\"issn\":\"0140-3664\",\"journal\":\"Computer Communications \",\"volume\":\"73, Part B\",\"pages\":\"301–314\",\"year\":\"2015\",\"note\":\"Online Social Networks \",\"keywords\":\"Sentiment analysis\",\"title\":\"Twitter in academic events: A study of temporal usage, communication, sentimental and topical patterns in 16 Computer Science conferences\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf\",\"bdsk-url-1\":\"http://web.ing.puc.cl/ dparra/pdfs/preprint-TwitterConferences__ComCom.pdf\",\"bdsk-url-2\":\"http://dx.doi.org/10.1016/j.comcom.2015.07.001\",\"bibtex\":\"@Article{\\t  comcomparra2015,\\n  author\\t= {Denis Parra and Christoph Trattner and Diego G{\\\\'o}mez and\\n\\t\\t  Mat{\\\\'\\\\i}as Hurtado and Xidao Wen and Yu-Ru Lin},\\n  doi\\t\\t= {10.1016/j.comcom.2015.07.001},\\n  issn\\t\\t= \\\"0140-3664\\\",\\n  journal\\t= \\\"Computer Communications \\\",\\n  volume\\t= \\\"73, Part B\\\",\\n  pages\\t\\t= \\\"301--314\\\",\\n  year\\t\\t= {2015},\\n  note\\t\\t= \\\"Online Social Networks \\\",\\n  keywords\\t= {Sentiment analysis},\\n  title\\t\\t= {Twitter in academic events: A study of temporal usage,\\n\\t\\t  communication, sentimental and topical patterns in 16\\n\\t\\t  Computer Science conferences},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},\\n  bdsk-url-1\\t= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},\\n  bdsk-url-2\\t= {http://dx.doi.org/10.1016/j.comcom.2015.07.001}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Trattner, C.\",\"Gómez, D.\",\"Matı́as Hurtado\",\"Wen, X.\",\"Lin, Y.\"],\"key\":\"comcomparra2015\",\"id\":\"comcomparra2015\",\"bibbaseid\":\"parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf\"},\"keyword\":[\"Sentiment analysis\"],\"metadata\":{\"authorlinks\":{}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Correa\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Active visual perception for mobile robot localization\",\"journal\":\"Journal of Intelligent and Robotic Systems\",\"volume\":\"58\",\"number\":\"3-4\",\"pages\":\"339-354\",\"year\":\"2010\",\"abstract\":\"Localization is a key issue for a mobile robot, in particular in environments where a globally accurate positioning system, such as GPS, is not available. In these environments, accurate and efficient robot localization is not a trivial task, as an increase in accuracy usually leads to an impoverishment in efficiency and viceversa. Active perception appears as an appealing way to improve the localization process by increasing the richness of the information acquired from the environment. In this paper, we present an active perception strategy for a mobile robot provided with a visual sensor mounted on a pan-tilt mechanism. The visual sensor has a limited field of view, so the goal of the active perception strategy is to use the pan-tilt unit to direct the sensor to informative parts of the environment. To achieve this goal, we use a topological map of the environment and a Bayesian non-parametric estimation of robot position based on a particle filter. We slightly modify the regular implementation of this filter by including an additional step that selects the best perceptual action using Monte Carlo estimations. We understand the best perceptual action as the one that produces the greatest reduction in uncertainty about the robot position. We also consider in our optimization function a cost term that favors efficient perceptual actions. Previous works have proposed active perception strategies for robot localization, but mainly in the context of range sensors, grid representations of the environment, and parametric techniques, such as the extended Kalman filter. Accordingly, the main contributions of this work are: i) Development of a sound strategy for active selection of perceptual actions in the context of a visual sensor and a topological map; ii) Real time operation using a modified version of the particle filter and Monte Carlo based estimations; iii) Implementation and testing of these ideas using simulations and a real case scenario. Our results indicate that, in terms of accuracy of robot localization, the proposed approach decreases mean average error and standard deviation with respect to a passive perception scheme. Furthermore, in terms of efficiency, the active scheme is able to operate in real time without adding a relevant overhead to the regular robot operation. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf\",\"bibtex\":\"@Article{\\t  correa:etal:2010,\\n  author\\t= {J. Correa and A. Soto},\\n  title\\t\\t= {Active visual perception for mobile robot localization},\\n  journal\\t= {Journal of Intelligent and Robotic Systems},\\n  volume\\t= {58},\\n  number\\t= {3-4},\\n  pages\\t\\t= {339-354},\\n  year\\t\\t= {2010},\\n  abstract\\t= {Localization is a key issue for a mobile robot, in\\n\\t\\t  particular in environments where a globally accurate\\n\\t\\t  positioning system, such as GPS, is not available. In these\\n\\t\\t  environments, accurate and efficient robot localization is\\n\\t\\t  not a trivial task, as an increase in accuracy usually\\n\\t\\t  leads to an impoverishment in efficiency and viceversa.\\n\\t\\t  Active perception appears as an appealing way to improve\\n\\t\\t  the localization process by increasing the richness of the\\n\\t\\t  information acquired from the environment. In this paper,\\n\\t\\t  we present an active perception strategy for a mobile robot\\n\\t\\t  provided with a visual sensor mounted on a pan-tilt\\n\\t\\t  mechanism. The visual sensor has a limited field of view,\\n\\t\\t  so the goal of the active perception strategy is to use the\\n\\t\\t  pan-tilt unit to direct the sensor to informative parts of\\n\\t\\t  the environment. To achieve this goal, we use a topological\\n\\t\\t  map of the environment and a Bayesian non-parametric\\n\\t\\t  estimation of robot position based on a particle filter. We\\n\\t\\t  slightly modify the regular implementation of this filter\\n\\t\\t  by including an additional step that selects the best\\n\\t\\t  perceptual action using Monte Carlo estimations. We\\n\\t\\t  understand the best perceptual action as the one that\\n\\t\\t  produces the greatest reduction in uncertainty about the\\n\\t\\t  robot position. We also consider in our optimization\\n\\t\\t  function a cost term that favors efficient perceptual\\n\\t\\t  actions. Previous works have proposed active perception\\n\\t\\t  strategies for robot localization, but mainly in the\\n\\t\\t  context of range sensors, grid representations of the\\n\\t\\t  environment, and parametric techniques, such as the\\n\\t\\t  extended Kalman filter. Accordingly, the main contributions\\n\\t\\t  of this work are: i) Development of a sound strategy for\\n\\t\\t  active selection of perceptual actions in the context of a\\n\\t\\t  visual sensor and a topological map; ii) Real time\\n\\t\\t  operation using a modified version of the particle filter\\n\\t\\t  and Monte Carlo based estimations; iii) Implementation and\\n\\t\\t  testing of these ideas using simulations and a real case\\n\\t\\t  scenario. Our results indicate that, in terms of accuracy\\n\\t\\t  of robot localization, the proposed approach decreases mean\\n\\t\\t  average error and standard deviation with respect to a\\n\\t\\t  passive perception scheme. Furthermore, in terms of\\n\\t\\t  efficiency, the active scheme is able to operate in real\\n\\t\\t  time without adding a relevant overhead to the regular\\n\\t\\t  robot operation. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf}\\n}\\n\\n\",\"author_short\":[\"Correa, J.\",\"Soto, A.\"],\"key\":\"correa:etal:2010\",\"id\":\"correa:etal:2010\",\"bibbaseid\":\"correa-soto-activevisualperceptionformobilerobotlocalization-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Cortez-Cargill\"],\"suffixes\":[]},{\"firstnames\":[\"C.\"],\"propositions\":[],\"lastnames\":[\"Undurraga-Rius\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Performance Evaluation of the Covariance Descriptor for Target Detection\",\"booktitle\":\"Proc. of XXVIII Int. Conf. of the Chilean Computer Science Society/IEEE CS Press\",\"year\":\"2009\",\"abstract\":\"In computer vision, there has been a strong advance in creating new image descriptors. A descriptor that has recently appeared is the Covariance Descriptor, but there have not been any studies about the different methodologies for its construction. To address this problem we have conducted an analysis on the contribution of diverse features of an image to the descriptor and therefore their contribution to the detection of varied targets, in our case: faces and pedestrians. That is why we have defined a methodology to determinate the performance of the covariance matrix created from different characteristics. Now we are able to determinate the best set of features for face and people detection, for each problem. We have also achieved to establish that not any kind of combination of features can be used because it might not exist a correlation between them. Finally, when an analysis is performed with the best set of features, for the face detection problem we reach a performance of 99%, meanwhile for the pedestrian detection problem we reach a performance of 85%. With this we hope we have built a more solid base when choosing features for this descriptor, allowing to move forward to other topics such as object recognition or tracking. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf\",\"bibtex\":\"@InProceedings{\\t  cortez:etal:2009,\\n  author\\t= {P. Cortez-Cargill and C. Undurraga-Rius and D. Mery and A.\\n\\t\\t  Soto},\\n  title\\t\\t= {Performance Evaluation of the Covariance Descriptor for\\n\\t\\t  Target Detection},\\n  booktitle\\t= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science\\n\\t\\t  Society/IEEE CS Press},\\n  year\\t\\t= {2009},\\n  abstract\\t= {In computer vision, there has been a strong advance in\\n\\t\\t  creating new image descriptors. A descriptor that has\\n\\t\\t  recently appeared is the Covariance Descriptor, but there\\n\\t\\t  have not been any studies about the different methodologies\\n\\t\\t  for its construction. To address this problem we have\\n\\t\\t  conducted an analysis on the contribution of diverse\\n\\t\\t  features of an image to the descriptor and therefore their\\n\\t\\t  contribution to the detection of varied targets, in our\\n\\t\\t  case: faces and pedestrians. That is why we have defined a\\n\\t\\t  methodology to determinate the performance of the\\n\\t\\t  covariance matrix created from different characteristics.\\n\\t\\t  Now we are able to determinate the best set of features for\\n\\t\\t  face and people detection, for each problem. We have also\\n\\t\\t  achieved to establish that not any kind of combination of\\n\\t\\t  features can be used because it might not exist a\\n\\t\\t  correlation between them. Finally, when an analysis is\\n\\t\\t  performed with the best set of features, for the face\\n\\t\\t  detection problem we reach a performance of 99%, meanwhile\\n\\t\\t  for the pedestrian detection problem we reach a performance\\n\\t\\t  of 85%. With this we hope we have built a more solid base\\n\\t\\t  when choosing features for this descriptor, allowing to\\n\\t\\t  move forward to other topics such as object recognition or\\n\\t\\t  tracking. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf}\\n}\\n\\n\",\"author_short\":[\"Cortez-Cargill, P.\",\"Undurraga-Rius, C.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"cortez:etal:2009\",\"id\":\"cortez:etal:2009\",\"bibbaseid\":\"cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"title\":\"Proceedings, The Twenty-First National Conference on Artificial Intelligence and the Eighteenth Innovative Applications of Artificial Intelligence Conference, July 16-20, 2006, Boston, Massachusetts, USA\",\"publisher\":\"AAAI Press\",\"year\":\"2006\",\"timestamp\":\"Thu, 13 Jul 2006 12:28:06 +0200\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2006\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2006,\\n  title\\t\\t= {Proceedings, The Twenty-First National Conference on\\n\\t\\t  Artificial Intelligence and the Eighteenth Innovative\\n\\t\\t  Applications of Artificial Intelligence Conference, July\\n\\t\\t  16-20, 2006, Boston, Massachusetts, {USA}},\\n  publisher\\t= {{AAAI} Press},\\n  year\\t\\t= {2006},\\n  timestamp\\t= {Thu, 13 Jul 2006 12:28:06 +0200},\\n  biburl\\t= {https://dblp.org/rec/bib/conf/aaai/2006},\\n  bibsource\\t= {dblp computer science bibliography, https://dblp.org}\\n}\\n\\n\",\"key\":\"dblp:conf/aaai/2006\",\"id\":\"dblp:conf/aaai/2006\",\"bibbaseid\":\"anonymous-proceedingsthetwentyfirstnationalconferenceonartificialintelligenceandtheeighteenthinnovativeapplicationsofartificialintelligenceconferencejuly16202006bostonmassachusettsusa-2006\",\"role\":\"\",\"urls\":{},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"editor\":[{\"firstnames\":[\"Dieter\"],\"propositions\":[],\"lastnames\":[\"Fox\"],\"suffixes\":[]},{\"firstnames\":[\"Carla\",\"P.\"],\"propositions\":[],\"lastnames\":[\"Gomes\"],\"suffixes\":[]}],\"title\":\"Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, AAAI 2008, Chicago, Illinois, USA, July 13-17, 2008\",\"publisher\":\"AAAI Press\",\"year\":\"2008\",\"isbn\":\"978-1-57735-368-3\",\"timestamp\":\"Fri, 15 Aug 2008 11:13:22 +0200\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2008\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2008,\\n  editor\\t= {Dieter Fox and Carla P. Gomes},\\n  title\\t\\t= {Proceedings of the Twenty-Third {AAAI} Conference on\\n\\t\\t  Artificial Intelligence, {AAAI} 2008, Chicago, Illinois,\\n\\t\\t  USA, July 13-17, 2008},\\n  publisher\\t= {{AAAI} Press},\\n  year\\t\\t= {2008},\\n  isbn\\t\\t= {978-1-57735-368-3},\\n  timestamp\\t= {Fri, 15 Aug 2008 11:13:22 +0200},\\n  biburl\\t= {https://dblp.org/rec/bib/conf/aaai/2008},\\n  bibsource\\t= {dblp computer science bibliography, https://dblp.org}\\n}\\n\\n\",\"editor_short\":[\"Fox, D.\",\"Gomes, C. P.\"],\"key\":\"dblp:conf/aaai/2008\",\"id\":\"dblp:conf/aaai/2008\",\"bibbaseid\":\"fox-gomes-proceedingsofthetwentythirdaaaiconferenceonartificialintelligenceaaai2008chicagoillinoisusajuly13172008-2008\",\"role\":\"editor\",\"urls\":{},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"editor\":[{\"firstnames\":[\"Wolfram\"],\"propositions\":[],\"lastnames\":[\"Burgard\"],\"suffixes\":[]},{\"firstnames\":[\"Dan\"],\"propositions\":[],\"lastnames\":[\"Roth\"],\"suffixes\":[]}],\"title\":\"Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2011, San Francisco, California, USA, August 7-11, 2011\",\"publisher\":\"AAAI Press\",\"year\":\"2011\",\"timestamp\":\"Tue, 09 Aug 2011 07:56:46 +0200\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2011\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2011,\\n  editor\\t= {Wolfram Burgard and Dan Roth},\\n  title\\t\\t= {Proceedings of the Twenty-Fifth {AAAI} Conference on\\n\\t\\t  Artificial Intelligence, {AAAI} 2011, San Francisco,\\n\\t\\t  California, USA, August 7-11, 2011},\\n  publisher\\t= {{AAAI} Press},\\n  year\\t\\t= {2011},\\n  timestamp\\t= {Tue, 09 Aug 2011 07:56:46 +0200},\\n  biburl\\t= {https://dblp.org/rec/bib/conf/aaai/2011},\\n  bibsource\\t= {dblp computer science bibliography, https://dblp.org}\\n}\\n\\n\",\"editor_short\":[\"Burgard, W.\",\"Roth, D.\"],\"key\":\"dblp:conf/aaai/2011\",\"id\":\"dblp:conf/aaai/2011\",\"bibbaseid\":\"burgard-roth-proceedingsofthetwentyfifthaaaiconferenceonartificialintelligenceaaai2011sanfranciscocaliforniausaaugust7112011-2011\",\"role\":\"editor\",\"urls\":{},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"editor\":[{\"firstnames\":[\"Marie\"],\"propositions\":[\"desJardins\"],\"lastnames\":[],\"suffixes\":[]},{\"firstnames\":[\"Michael\",\"L.\"],\"propositions\":[],\"lastnames\":[\"Littman\"],\"suffixes\":[]}],\"title\":\"Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, USA\",\"publisher\":\"AAAI Press\",\"year\":\"2013\",\"url\":\"http://www.aaai.org/Library/AAAI/aaai13contents.php\",\"isbn\":\"978-1-57735-615-8\",\"timestamp\":\"Tue, 17 Dec 2013 19:26:12 +0100\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2013\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2013,\\n  editor\\t= {Marie desJardins and Michael L. Littman},\\n  title\\t\\t= {Proceedings of the Twenty-Seventh {AAAI} Conference on\\n\\t\\t  Artificial Intelligence, July 14-18, 2013, Bellevue,\\n\\t\\t  Washington, {USA}},\\n  publisher\\t= {{AAAI} Press},\\n  year\\t\\t= {2013},\\n  url\\t\\t= {http://www.aaai.org/Library/AAAI/aaai13contents.php},\\n  isbn\\t\\t= {978-1-57735-615-8},\\n  timestamp\\t= {Tue, 17 Dec 2013 19:26:12 +0100},\\n  biburl\\t= {https://dblp.org/rec/bib/conf/aaai/2013},\\n  bibsource\\t= {dblp computer science bibliography, https://dblp.org}\\n}\\n\\n\",\"editor_short\":[\"desJardins , M.\",\"Littman, M. L.\"],\"key\":\"dblp:conf/aaai/2013\",\"id\":\"dblp:conf/aaai/2013\",\"bibbaseid\":\"desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013\",\"role\":\"editor\",\"urls\":{\"Paper\":\"http://www.aaai.org/Library/AAAI/aaai13contents.php\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"editor\":[{\"firstnames\":[\"Blai\"],\"propositions\":[],\"lastnames\":[\"Bonet\"],\"suffixes\":[]},{\"firstnames\":[\"Sven\"],\"propositions\":[],\"lastnames\":[\"Koenig\"],\"suffixes\":[]}],\"title\":\"Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA\",\"publisher\":\"AAAI Press\",\"year\":\"2015\",\"url\":\"http://www.aaai.org/Library/AAAI/aaai15contents.php\",\"isbn\":\"978-1-57735-698-1\",\"timestamp\":\"Sun, 12 Apr 2015 12:16:43 +0200\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2015\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2015,\\n  editor\\t= {Blai Bonet and Sven Koenig},\\n  title\\t\\t= {Proceedings of the Twenty-Ninth {AAAI} Conference on\\n\\t\\t  Artificial Intelligence, January 25-30, 2015, Austin,\\n\\t\\t  Texas, {USA}},\\n  publisher\\t= {{AAAI} Press},\\n  year\\t\\t= {2015},\\n  url\\t\\t= {http://www.aaai.org/Library/AAAI/aaai15contents.php},\\n  isbn\\t\\t= {978-1-57735-698-1},\\n  timestamp\\t= {Sun, 12 Apr 2015 12:16:43 +0200},\\n  biburl\\t= {https://dblp.org/rec/bib/conf/aaai/2015},\\n  bibsource\\t= {dblp computer science bibliography, https://dblp.org}\\n}\\n\\n\",\"editor_short\":[\"Bonet, B.\",\"Koenig, S.\"],\"key\":\"dblp:conf/aaai/2015\",\"id\":\"dblp:conf/aaai/2015\",\"bibbaseid\":\"bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015\",\"role\":\"editor\",\"urls\":{\"Paper\":\"http://www.aaai.org/Library/AAAI/aaai15contents.php\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"proceedings\",\"type\":\"proceedings\",\"editor\":[{\"firstnames\":[\"Satinder\",\"P.\"],\"propositions\":[],\"lastnames\":[\"Singh\"],\"suffixes\":[]},{\"firstnames\":[\"Shaul\"],\"propositions\":[],\"lastnames\":[\"Markovitch\"],\"suffixes\":[]}],\"title\":\"Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, February 4-9, 2017, San Francisco, California, USA\",\"publisher\":\"AAAI Press\",\"year\":\"2017\",\"url\":\"http://www.aaai.org/Library/AAAI/aaai17contents.php\",\"timestamp\":\"Mon, 06 Mar 2017 08:17:31 +0100\",\"biburl\":\"https://dblp.org/rec/bib/conf/aaai/2017\",\"bibsource\":\"dblp computer science bibliography, https://dblp.org\",\"bibtex\":\"@Proceedings{\\t  dblp:conf/aaai/2017,\\n  editor\\t= {Satinder P. 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Conf. on Robotics and Automation (ICRA)\",\"year\":\"2010\",\"abstract\":\"Scene recognition is a highly valuable percep- tual ability for an indoor mobile robot, however, current approaches for scene recognition present a significant drop in performance for the case of indoor scenes. We believe that this can be explained by the high appearance variability of indoor environments. This stresses the need to include high- level semantic information in the recognition process. In this work we propose a new approach for indoor scene recognition based on a generative probabilistic hierarchical model that uses common objects as an intermediate semantic representation. Under this model, we use object classifiers to associate low- level visual features to objects, and at the same time, we use contextual relations to associate objects to scenes. As a further contribution, we improve the performance of current state-of- the-art category-level object classifiers by including geometrical information obtained from a 3D range sensor that facilitates the implementation of a focus of attention mechanism within a Monte Carlo sampling scheme. We test our approach using real data, showing significant advantages with respect to previous state-of-the-art methods. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf\",\"bibtex\":\"@InProceedings{\\t  espinace:etal:2010,\\n  author\\t= {P. Espinace and T. Kollar and A. Soto and N. Roy},\\n  title\\t\\t= {Indoor Scene Recognition Through Object Detection},\\n  booktitle\\t= {Proc. of IEEE Int. Conf. on Robotics and Automation\\n\\t\\t  (ICRA)},\\n  year\\t\\t= {2010},\\n  abstract\\t= {Scene recognition is a highly valuable percep- tual\\n\\t\\t  ability for an indoor mobile robot, however, current\\n\\t\\t  approaches for scene recognition present a significant drop\\n\\t\\t  in performance for the case of indoor scenes. We believe\\n\\t\\t  that this can be explained by the high appearance\\n\\t\\t  variability of indoor environments. This stresses the need\\n\\t\\t  to include high- level semantic information in the\\n\\t\\t  recognition process. In this work we propose a new approach\\n\\t\\t  for indoor scene recognition based on a generative\\n\\t\\t  probabilistic hierarchical model that uses common objects\\n\\t\\t  as an intermediate semantic representation. Under this\\n\\t\\t  model, we use object classifiers to associate low- level\\n\\t\\t  visual features to objects, and at the same time, we use\\n\\t\\t  contextual relations to associate objects to scenes. As a\\n\\t\\t  further contribution, we improve the performance of current\\n\\t\\t  state-of- the-art category-level object classifiers by\\n\\t\\t  including geometrical information obtained from a 3D range\\n\\t\\t  sensor that facilitates the implementation of a focus of\\n\\t\\t  attention mechanism within a Monte Carlo sampling scheme.\\n\\t\\t  We test our approach using real data, showing significant\\n\\t\\t  advantages with respect to previous state-of-the-art\\n\\t\\t  methods. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf}\\n}\\n\\n\",\"author_short\":[\"Espinace, P.\",\"Kollar, T.\",\"Soto, A.\",\"Roy, N.\"],\"key\":\"espinace:etal:2010\",\"id\":\"espinace:etal:2010\",\"bibbaseid\":\"espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"T.\"],\"propositions\":[],\"lastnames\":[\"Kollar\"],\"suffixes\":[]},{\"firstnames\":[\"N.\"],\"propositions\":[],\"lastnames\":[\"Roy\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Indoor Scene Recognition by a Mobile Robot Through Adaptive Object Detection\",\"journal\":\"Robotics and Autonomous Systems\",\"volume\":\"61\",\"number\":\"9\",\"year\":\"2013\",\"abstract\":\"Mobile Robotics has achieved notably progress, however, to increase the complexity of the tasks that mobile robots can perform in natural environments, we need to provide them with a greater semantic understanding of their surrounding. In particular, identifying indoor scenes, such as an office or a kitchen, is a highly valuable perceptual ability for an indoor mobile robot, and in this paper we propose a new technique to achieve this goal. As a distinguishing feature, we use common objects, such as doors or furnitures, as a key intermediate representation to recognize indoor scenes. We frame our method as a generative probabilistic hierarchical model, where we use object category classifiers to associate low-level visual features to objects, and contextual relations to associate objects to scenes. The inherent seman- tic interpretation of common objects allows us to use rich sources of online data to populate the probabilistic terms of our model. In contrast to alterna- tive computer vision based methods, we boost performance by exploiting the embedded and dynamic nature of a mobile robot. In particular, we increase detection accuracy and efficiency by using a 3D range sensor that allows us to implement a focus of attention mechanism based on geometric and struc- tural information. Furthermore, we use concepts from information theory to propose an adaptive scheme that limits computational load by selectively guiding the search for informative objects. The operation of this scheme is facilitated by the dynamic nature of a mobile robot that is constantly changing its field of view. We test our approach using real data captured by a mo- bile robot navigating in office and home environments. Our results indicate that the proposed approach outperforms several state-of-the-art techniques \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf\",\"bibtex\":\"@Article{\\t  espinace:etal:2013,\\n  author\\t= {P. Espinace and T. Kollar and N. Roy and A. Soto},\\n  title\\t\\t= {Indoor Scene Recognition by a Mobile Robot Through\\n\\t\\t  Adaptive Object Detection},\\n  journal\\t= {Robotics and Autonomous Systems},\\n  volume\\t= {61},\\n  number\\t= {9},\\n  year\\t\\t= {2013},\\n  abstract\\t= {Mobile Robotics has achieved notably progress, however, to\\n\\t\\t  increase the complexity of the tasks that mobile robots can\\n\\t\\t  perform in natural environments, we need to provide them\\n\\t\\t  with a greater semantic understanding of their surrounding.\\n\\t\\t  In particular, identifying indoor scenes, such as an office\\n\\t\\t  or a kitchen, is a highly valuable perceptual ability for\\n\\t\\t  an indoor mobile robot, and in this paper we propose a new\\n\\t\\t  technique to achieve this goal. As a distinguishing\\n\\t\\t  feature, we use common objects, such as doors or\\n\\t\\t  furnitures, as a key intermediate representation to\\n\\t\\t  recognize indoor scenes. We frame our method as a\\n\\t\\t  generative probabilistic hierarchical model, where we use\\n\\t\\t  object category classifiers to associate low-level visual\\n\\t\\t  features to objects, and contextual relations to associate\\n\\t\\t  objects to scenes. The inherent seman- tic interpretation\\n\\t\\t  of common objects allows us to use rich sources of online\\n\\t\\t  data to populate the probabilistic terms of our model. In\\n\\t\\t  contrast to alterna- tive computer vision based methods, we\\n\\t\\t  boost performance by exploiting the embedded and dynamic\\n\\t\\t  nature of a mobile robot. In particular, we increase\\n\\t\\t  detection accuracy and efficiency by using a 3D range\\n\\t\\t  sensor that allows us to implement a focus of attention\\n\\t\\t  mechanism based on geometric and struc- tural information.\\n\\t\\t  Furthermore, we use concepts from information theory to\\n\\t\\t  propose an adaptive scheme that limits computational load\\n\\t\\t  by selectively guiding the search for informative objects.\\n\\t\\t  The operation of this scheme is facilitated by the dynamic\\n\\t\\t  nature of a mobile robot that is constantly changing its\\n\\t\\t  field of view. We test our approach using real data\\n\\t\\t  captured by a mo- bile robot navigating in office and home\\n\\t\\t  environments. Our results indicate that the proposed\\n\\t\\t  approach outperforms several state-of-the-art techniques },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf}\\n}\\n\\n\",\"author_short\":[\"Espinace, P.\",\"Kollar, T.\",\"Roy, N.\",\"Soto, A.\"],\"key\":\"espinace:etal:2013\",\"id\":\"espinace:etal:2013\",\"bibbaseid\":\"espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":6,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Langdon\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Unsupervised Identification of Useful Visual Landmarks Using Multiple Segmentations and Top-Down Feedback\",\"journal\":\"Robotics and Autonomous Systems\",\"volume\":\"56\",\"number\":\"6\",\"pages\":\"538-548\",\"year\":\"2008\",\"abstract\":\"In this paper, we tackle the problem of unsupervised selection and posterior recognition of visual landmarks in images sequences acquired by an indoor mobile robot. This is a highly valuable perceptual capability for a wide variety of robotic applications, in particular autonomous navigation. Our method combines a bottom-up data driven approach with top-down feedback provided by high level semantic representations. The bottom-up approach is based on three main mechanisms: visual attention, area segmentation, and landmark characterization. As there is no segmentation method that works properly in every situation, we integrate multiple segmentation algorithms in order to increase the robustness of the approach. In terms of the top-down feedback, this is provided by two information sources: i) An estimation of the robot position that reduces the searching scope for potential matches with previously selected landmarks, ii) A set of weights that, according to the results of previous recognitions, controls the influence of each segmentation algorithm in the recognition of each landmark. We test our approach with encouraging results in three datasets corresponding to real-world scenarios. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf\",\"bibtex\":\"@Article{\\t  espinace:soto:2008a,\\n  author\\t= {P. Espinace and D. Langdon and A. Soto},\\n  title\\t\\t= {Unsupervised Identification of Useful Visual Landmarks\\n\\t\\t  Using Multiple Segmentations and Top-Down Feedback},\\n  journal\\t= {Robotics and Autonomous Systems},\\n  volume\\t= {56},\\n  number\\t= {6},\\n  pages\\t\\t= {538-548},\\n  year\\t\\t= {2008},\\n  abstract\\t= {In this paper, we tackle the problem of unsupervised\\n\\t\\t  selection and posterior recognition of visual landmarks in\\n\\t\\t  images sequences acquired by an indoor mobile robot. This\\n\\t\\t  is a highly valuable perceptual capability for a wide\\n\\t\\t  variety of robotic applications, in particular autonomous\\n\\t\\t  navigation. Our method combines a bottom-up data driven\\n\\t\\t  approach with top-down feedback provided by high level\\n\\t\\t  semantic representations. The bottom-up approach is based\\n\\t\\t  on three main mechanisms: visual attention, area\\n\\t\\t  segmentation, and landmark characterization. As there is no\\n\\t\\t  segmentation method that works properly in every situation,\\n\\t\\t  we integrate multiple segmentation algorithms in order to\\n\\t\\t  increase the robustness of the approach. In terms of the\\n\\t\\t  top-down feedback, this is provided by two information\\n\\t\\t  sources: i) An estimation of the robot position that\\n\\t\\t  reduces the searching scope for potential matches with\\n\\t\\t  previously selected landmarks, ii) A set of weights that,\\n\\t\\t  according to the results of previous recognitions, controls\\n\\t\\t  the influence of each segmentation algorithm in the\\n\\t\\t  recognition of each landmark. We test our approach with\\n\\t\\t  encouraging results in three datasets corresponding to\\n\\t\\t  real-world scenarios. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf}\\n}\\n\\n\",\"author_short\":[\"Espinace, P.\",\"Langdon, D.\",\"Soto, A.\"],\"key\":\"espinace:soto:2008a\",\"id\":\"espinace:soto:2008a\",\"bibbaseid\":\"espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Improving the Selection and Detection of Visual Landmarks Through Object Tracking\",\"booktitle\":\"IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Workshop on Visual Localization for Mobile Platforms\",\"pages\":\"\",\"year\":\"2008\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  espinace:soto:2008b,\\n  author\\t= {P. Espinace and A. Soto},\\n  title\\t\\t= {Improving the Selection and Detection of Visual Landmarks\\n\\t\\t  Through Object Tracking},\\n  booktitle\\t= {IEEE Conf. on Computer Vision and Pattern Recognition\\n\\t\\t  (CVPR), Workshop on Visual Localization for Mobile\\n\\t\\t  Platforms},\\n  pages\\t\\t= {},\\n  year\\t\\t= {2008},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Espinace, P.\",\"Soto, A.\"],\"key\":\"espinace:soto:2008b\",\"id\":\"espinace:soto:2008b\",\"bibbaseid\":\"espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Torres-Torriti\"],\"suffixes\":[]}],\"title\":\"Real-Time Robot Localization In Indoor Environments Using Structural Information\",\"booktitle\":\"IEEE Latin American Robotics Symposium (LARS)\",\"pages\":\"\",\"year\":\"2008\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  espinace:soto:torres:2008,\\n  author\\t= {P. Espinace and A. Soto and M. Torres-Torriti},\\n  title\\t\\t= {Real-Time Robot Localization In Indoor Environments Using\\n\\t\\t  Structural Information},\\n  booktitle\\t= {IEEE Latin American Robotics Symposium (LARS)},\\n  pages\\t\\t= {},\\n  year\\t\\t= {2008},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Espinace, P.\",\"Soto, A.\",\"Torres-Torriti, M.\"],\"key\":\"espinace:soto:torres:2008\",\"id\":\"espinace:soto:torres:2008\",\"bibbaseid\":\"espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Eyzaguirre\"],\"firstnames\":[\"Cristobal\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Soto\"],\"firstnames\":[\"Alvaro\"],\"suffixes\":[]}],\"title\":\"Differentiable Adaptive Computation Time for Visual Reasoning\",\"booktitle\":\"Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)\",\"month\":\"June\",\"year\":\"2020\",\"bibtex\":\"@InProceedings{\\t  eyzaguirre_2020_cvpr,\\n  author\\t= {Eyzaguirre, Cristobal and Soto, Alvaro},\\n  title\\t\\t= {Differentiable Adaptive Computation Time for Visual\\n\\t\\t  Reasoning},\\n  booktitle\\t= {Proceedings of the IEEE/CVF Conference on Computer Vision\\n\\t\\t  and Pattern Recognition (CVPR)},\\n  month\\t\\t= {June},\\n  year\\t\\t= {2020}\\n}\\n\\n\",\"author_short\":[\"Eyzaguirre, C.\",\"Soto, A.\"],\"key\":\"eyzaguirre_2020_cvpr\",\"id\":\"eyzaguirre_2020_cvpr\",\"bibbaseid\":\"eyzaguirre-soto-differentiableadaptivecomputationtimeforvisualreasoning-2020\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"techreport\",\"type\":\"techreport\",\"title\":\"Continual Learning of Microscopic Traffic Models Using Neural Networks\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Farid\"],\"firstnames\":[\"Yashar\",\"Zeinali\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kreidieh\"],\"firstnames\":[\"Abdul\",\"Rahman\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Khalighi\"],\"firstnames\":[\"Farnoush\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lobel\"],\"firstnames\":[\"Hans\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Bayen\"],\"firstnames\":[\"Alexandre\",\"M\"],\"suffixes\":[]}],\"year\":\"2021\",\"bibtex\":\"@TechReport{\\t  farid2021continual,\\n  title\\t\\t= {Continual Learning of Microscopic Traffic Models Using\\n\\t\\t  Neural Networks},\\n  author\\t= {Farid, Yashar Zeinali and Kreidieh, Abdul Rahman and\\n\\t\\t  Khalighi, Farnoush and Lobel, Hans and Bayen, Alexandre M},\\n  year\\t\\t= {2021}\\n}\\n\\n\",\"author_short\":[\"Farid, Y. 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d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Social QA in non-CQA platforms\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Herrera\"],\"firstnames\":[\"José\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Poblete\"],\"firstnames\":[\"Barbara\"],\"suffixes\":[]}],\"journal\":\"Future Generation Computer Systems\",\"year\":\"2020\",\"volume\":\"105\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf\",\"doi\":\"https://doi.org/10.1016/j.future.2019.12.023\",\"pages\":\"631–649\",\"publisher\":\"Elsevier\",\"bibtex\":\"@Article{\\t  herrera2019social,\\n  title\\t\\t= {Social QA in non-CQA platforms},\\n  author\\t= {Herrera, Jos{\\\\'e} and Parra, Denis and Poblete, Barbara},\\n  journal\\t= {Future Generation Computer Systems},\\n  year\\t\\t= {2020},\\n  volume\\t= {105},\\n  url\\t\\t= {http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf},\\n  doi\\t\\t= {https://doi.org/10.1016/j.future.2019.12.023},\\n  pages\\t\\t= {631--649},\\n  publisher\\t= {Elsevier}\\n}\\n\\n\",\"author_short\":[\"Herrera, J.\",\"Parra, D.\",\"Poblete, B.\"],\"key\":\"herrera2019social\",\"id\":\"herrera2019social\",\"bibbaseid\":\"herrera-parra-poblete-socialqainnoncqaplatforms-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":6,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Hsiao\"],\"firstnames\":[\"I-Han\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Guerra\"],\"firstnames\":[\"Julio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Bakalov\"],\"firstnames\":[\"Fedor\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"König-Ries\"],\"firstnames\":[\"Birgitta\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the International Working Conference on Advanced Visual Interfaces\",\"organization\":\"ACM\",\"pages\":\"303–307\",\"title\":\"Comparative social visualization for personalized e-learning\",\"year\":\"2012\",\"bibtex\":\"@InProceedings{\\t  hsiao2012comparative,\\n  author\\t= {Hsiao, I-Han and Guerra, Julio and Parra, Denis and\\n\\t\\t  Bakalov, Fedor and K{\\\\\\\"o}nig-Ries, Birgitta and\\n\\t\\t  Brusilovsky, Peter},\\n  booktitle\\t= {Proceedings of the International Working Conference on\\n\\t\\t  Advanced Visual Interfaces},\\n  organization\\t= {ACM},\\n  pages\\t\\t= {303--307},\\n  title\\t\\t= {Comparative social visualization for personalized\\n\\t\\t  e-learning},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Hsiao, I.\",\"Guerra, J.\",\"Parra, D.\",\"Bakalov, F.\",\"König-Ries, B.\",\"Brusilovsky, P.\"],\"key\":\"hsiao2012comparative\",\"id\":\"hsiao2012comparative\",\"bibbaseid\":\"hsiao-guerra-parra-bakalov-knigries-brusilovsky-comparativesocialvisualizationforpersonalizedelearning-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Ji\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Buch\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"End-to-End Joint Semantic Segmentation of Actors and Actions in Video\",\"booktitle\":\"ECCV\",\"year\":\"2018\",\"abstract\":\"Traditional video understanding tasks include human action recognition and actor-object semantic segmentation. However, the joint task of providing semantic segmentation for different actor classes simultaneously with their action class remains a challenging but necessary task for many applications. In this work, we propose a new end-to-end architecture for tackling this joint task in videos. Our model effectively leverages multiple input modalities, contextual information, and joint multitask learning in the video to directly output semantic segmentations in a single unified framework. We train and benchmark our model on the large-scale Actor-Action Dataset (A2D) for joint actor-action semantic segmentation, and demonstrate state-of-the-art performance for both segmentation and detection. We also perform experiments verifying our joint approach improves performance for zero-shot understanding, indicating generalizability of our jointly learned feature space.\",\"url\":\"http://svl.stanford.edu/assets/papers/ji2018eccv.pdf\",\"bibtex\":\"@InProceedings{\\t  jingwei:etal:2018,\\n  author\\t= {J. Ji and S. Buch and JC. Niebles and A. Soto},\\n  title\\t\\t= {End-to-End Joint Semantic Segmentation of Actors and\\n\\t\\t  Actions in Video},\\n  booktitle\\t= {{ECCV}},\\n  year\\t\\t= {2018},\\n  abstract\\t= {Traditional video understanding tasks include human action\\n\\t\\t  recognition and actor-object semantic segmentation.\\n\\t\\t  However, the joint task of providing semantic segmentation\\n\\t\\t  for different actor classes simultaneously with their\\n\\t\\t  action class remains a challenging but necessary task for\\n\\t\\t  many applications. In this work, we propose a new\\n\\t\\t  end-to-end architecture for tackling this joint task in\\n\\t\\t  videos. Our model effectively leverages multiple input\\n\\t\\t  modalities, contextual information, and joint multitask\\n\\t\\t  learning in the video to directly output semantic\\n\\t\\t  segmentations in a single unified framework. We train and\\n\\t\\t  benchmark our model on the large-scale Actor-Action Dataset\\n\\t\\t  (A2D) for joint actor-action semantic segmentation, and\\n\\t\\t  demonstrate state-of-the-art performance for both\\n\\t\\t  segmentation and detection. We also perform experiments\\n\\t\\t  verifying our joint approach improves performance for\\n\\t\\t  zero-shot understanding, indicating generalizability of our\\n\\t\\t  jointly learned feature space.},\\n  url\\t\\t= {http://svl.stanford.edu/assets/papers/ji2018eccv.pdf}\\n}\\n\\n\",\"author_short\":[\"Ji, J.\",\"Buch, S.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"jingwei:etal:2018\",\"id\":\"jingwei:etal:2018\",\"bibbaseid\":\"ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://svl.stanford.edu/assets/papers/ji2018eccv.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"K.\"],\"propositions\":[],\"lastnames\":[\"Chen\"],\"suffixes\":[]},{\"firstnames\":[\"J.P\",\"De\"],\"propositions\":[],\"lastnames\":[\"Vicente\"],\"suffixes\":[]},{\"firstnames\":[\"G.\"],\"propositions\":[],\"lastnames\":[\"Sepulveda\"],\"suffixes\":[]},{\"firstnames\":[\"F.\"],\"propositions\":[],\"lastnames\":[\"Xia\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Vazquez\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Savarese\"],\"suffixes\":[]}],\"title\":\"A Behavioral Approach to Visual Navigation with Graph Localization Networks\",\"booktitle\":\"RSS\",\"year\":\"2019\",\"abstract\":\"Inspired by research in psychology, we introduce a behavioral approach for visual navigation using topological maps. Our goal is to enable a robot to navigate from one location to another, relying only on its visual observations and the topological map of the environment. To this end, we propose using graph neural networks for localizing the agent in the map, and decompose the action space into primitive behaviors implemented as convolutional or recurrent neural networks. Using the Gibson simulator and the Stanford 2D-3D-S dataset, we verify that our approach outperforms relevant baselines and is able to navigate in both seen and unseen indoor environments.\",\"url\":\"https://graphnav.stanford.edu/\",\"bibtex\":\"@InProceedings{\\t  kevin:etal:2018,\\n  author\\t= {K. Chen and J.P De Vicente and G. Sepulveda and F. Xia and\\n\\t\\t  A. Soto and M. Vazquez and S. Savarese},\\n  title\\t\\t= {A Behavioral Approach to Visual Navigation with Graph\\n\\t\\t  Localization Networks},\\n  booktitle\\t= {RSS},\\n  year\\t\\t= {2019},\\n  abstract\\t= {Inspired by research in psychology, we introduce a\\n\\t\\t  behavioral approach for visual navigation using topological\\n\\t\\t  maps. Our goal is to enable a robot to navigate from one\\n\\t\\t  location to another, relying only on its visual\\n\\t\\t  observations and the topological map of the environment. To\\n\\t\\t  this end, we propose using graph neural networks for\\n\\t\\t  localizing the agent in the map, and decompose the action\\n\\t\\t  space into primitive behaviors implemented as convolutional\\n\\t\\t  or recurrent neural networks. Using the Gibson simulator\\n\\t\\t  and the Stanford 2D-3D-S dataset, we verify that our\\n\\t\\t  approach outperforms relevant baselines and is able to\\n\\t\\t  navigate in both seen and unseen indoor environments.},\\n  url\\t\\t= {https://graphnav.stanford.edu/}\\n}\\n\\n\",\"author_short\":[\"Chen, K.\",\"Vicente, J. D.\",\"Sepulveda, G.\",\"Xia, F.\",\"Soto, A.\",\"Vazquez, M.\",\"Savarese, S.\"],\"key\":\"kevin:etal:2018\",\"id\":\"kevin:etal:2018\",\"bibbaseid\":\"chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://graphnav.stanford.edu/\"},\"metadata\":{\"authorlinks\":{\"soto, 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arXiv:1406.7727},\\n  title\\t\\t= {Recommending Items in Social Tagging Systems Using Tag and\\n\\t\\t  Time Information},\\n  year\\t\\t= {2014}\\n}\\n\\n\",\"author_short\":[\"Lacic, E.\",\"Kowald, D.\",\"Seitlinger, P.\",\"Trattner, C.\",\"Parra, D.\"],\"key\":\"lacic2014recommending\",\"id\":\"lacic2014recommending\",\"bibbaseid\":\"lacic-kowald-seitlinger-trattner-parra-recommendingitemsinsocialtaggingsystemsusingtagandtimeinformation-2014\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, 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Dominik and Eberhard, Lukas and\\n\\t\\t  Trattner, Christoph and Parra, Denis and Marinho, Leandro},\\n  journal\\t= {arXiv preprint arXiv:1405.1837},\\n  title\\t\\t= {Utilizing Online Social Network and Location-Based Data to\\n\\t\\t  Recommend Items in an Online Marketplace},\\n  year\\t\\t= {2014}\\n}\\n\\n\",\"author_short\":[\"Lacic, E.\",\"Kowald, D.\",\"Eberhard, L.\",\"Trattner, C.\",\"Parra, D.\",\"Marinho, L.\"],\"key\":\"lacic2014utilizing\",\"id\":\"lacic2014utilizing\",\"bibbaseid\":\"lacic-kowald-eberhard-trattner-parra-marinho-utilizingonlinesocialnetworkandlocationbaseddatatorecommenditemsinanonlinemarketplace-2014\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Lacic\"],\"firstnames\":[\"Emanuel\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kowald\"],\"firstnames\":[\"Dominik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kahr\"],\"firstnames\":[\"Martin\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]}],\"title\":\"Towards a Scalable Social Recommender Engine for Online Marketplaces: The Case of Apache Solr\",\"booktitle\":\"Proceedings of the 23rd International Conference on World Wide Web\",\"series\":\"WWW '14 Companion\",\"year\":\"2014\",\"isbn\":\"978-1-4503-2745-9\",\"location\":\"Seoul, Korea\",\"pages\":\"817–822\",\"numpages\":\"6\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf\",\"doi\":\"10.1145/2567948.2579245\",\"acmid\":\"2579245\",\"publisher\":\"International World Wide Web Conferences Steering Committee\",\"address\":\"Republic and Canton of Geneva, Switzerland\",\"keywords\":\"apache solr, online marketplaces, scalability, social recommender engine\",\"bibtex\":\"@InProceedings{\\t  lacic:2014:tss:2567948.2579245,\\n  author\\t= {Lacic, Emanuel and Kowald, Dominik and Parra, Denis and\\n\\t\\t  Kahr, Martin and Trattner, Christoph},\\n  title\\t\\t= {Towards a Scalable Social Recommender Engine for Online\\n\\t\\t  Marketplaces: The Case of Apache Solr},\\n  booktitle\\t= {Proceedings of the 23rd International Conference on World\\n\\t\\t  Wide Web},\\n  series\\t= {WWW '14 Companion},\\n  year\\t\\t= {2014},\\n  isbn\\t\\t= {978-1-4503-2745-9},\\n  location\\t= {Seoul, Korea},\\n  pages\\t\\t= {817--822},\\n  numpages\\t= {6},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf},\\n  doi\\t\\t= {10.1145/2567948.2579245},\\n  acmid\\t\\t= {2579245},\\n  publisher\\t= {International World Wide Web Conferences Steering\\n\\t\\t  Committee},\\n  address\\t= {Republic and Canton of Geneva, Switzerland},\\n  keywords\\t= {apache solr, online marketplaces, scalability, social\\n\\t\\t  recommender engine}\\n}\\n\\n\",\"author_short\":[\"Lacic, E.\",\"Kowald, D.\",\"Parra, D.\",\"Kahr, M.\",\"Trattner, C.\"],\"key\":\"lacic:2014:tss:2567948.2579245\",\"id\":\"lacic:2014:tss:2567948.2579245\",\"bibbaseid\":\"lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf\"},\"keyword\":[\"apache solr\",\"online marketplaces\",\"scalability\",\"social recommender engine\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Langdon\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]}],\"title\":\"Automatic Selection and Detection of Visual Landmarks Using Multiple Segmentations\",\"booktitle\":\"IEEE Pacific-Rim Symposium on Image and Video Technology (PSIVT), LNCS 4319\",\"pages\":\"601-610\",\"year\":\"2006\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  langdon:soto:mery:2006,\\n  author\\t= {D. Langdon and A. Soto and D. Mery},\\n  title\\t\\t= {Automatic Selection and Detection of Visual Landmarks\\n\\t\\t  Using Multiple Segmentations},\\n  booktitle\\t= {IEEE Pacific-Rim Symposium on Image and Video Technology\\n\\t\\t  (PSIVT), LNCS 4319},\\n  pages\\t\\t= {601-610},\\n  year\\t\\t= {2006},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Langdon, D.\",\"Soto, A.\",\"Mery, D.\"],\"key\":\"langdon:soto:mery:2006\",\"id\":\"langdon:soto:mery:2006\",\"bibbaseid\":\"langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"acmid\":\"2799682\",\"address\":\"New York, NY, USA\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Larrain\"],\"firstnames\":[\"Santiago\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Graells-Garrido\"],\"firstnames\":[\"Eduardo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Nørvåg\"],\"firstnames\":[\"Kjetil\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 9th ACM Conference on Recommender Systems\",\"date-added\":\"2015-12-30 15:02:05 +0000\",\"date-modified\":\"2015-12-30 15:05:45 +0000\",\"doi\":\"10.1145/2792838.2799682\",\"isbn\":\"978-1-4503-3692-5\",\"keywords\":\"collaborative filtering, social tagging, time-aware recommendations\",\"location\":\"Vienna, Austria\",\"numpages\":\"4\",\"pages\":\"269–272\",\"publisher\":\"ACM\",\"series\":\"RecSys '15\",\"title\":\"Good Times Bad Times: A Study on Recency 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numpages\\t= {4},\\n  pages\\t\\t= {269--272},\\n  publisher\\t= {ACM},\\n  series\\t= {RecSys '15},\\n  title\\t\\t= {Good Times Bad Times: A Study on Recency Effects in\\n\\t\\t  Collaborative Filtering for Social Tagging},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf},\\n  year\\t\\t= {2015},\\n  bdsk-url-1\\t= {http://doi.acm.org/10.1145/2792838.2799682},\\n  bdsk-url-2\\t= {http://dx.doi.org/10.1145/2792838.2799682}\\n}\\n\\n\",\"author_short\":[\"Larrain, S.\",\"Trattner, C.\",\"Parra, D.\",\"Graells-Garrido, E.\",\"Nørvåg, K.\"],\"key\":\"larrain:2015:gtb:2792838.2799682\",\"id\":\"larrain:2015:gtb:2792838.2799682\",\"bibbaseid\":\"larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf\"},\"keyword\":[\"collaborative filtering\",\"social tagging\",\"time-aware recommendations\"],\"metadata\":{\"authorlinks\":{}},\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Predicting Process Behavior Meets Factorization Machines\",\"journal\":\"Expert Systems with Applications\",\"year\":\"2018\",\"issn\":\"0957-4174\",\"doi\":\"10.1016/j.eswa.2018.05.035\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf\",\"author\":[{\"firstnames\":[\"Wai\",\"Lam\",\"Jonathan\"],\"propositions\":[],\"lastnames\":[\"Lee\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Jorge\"],\"propositions\":[],\"lastnames\":[\"Munoz-Gama\"],\"suffixes\":[]},{\"firstnames\":[\"Marcos\"],\"propositions\":[],\"lastnames\":[\"Sepúlveda\"],\"suffixes\":[]}],\"keywords\":\"Recommender Systems, Business Process Management, Predictive Business Process Monitoring\",\"bibtex\":\"@Article{\\t  lee2018,\\n  title\\t\\t= \\\"Predicting Process Behavior Meets Factorization Machines\\\",\\n  journal\\t= \\\"Expert Systems with Applications\\\",\\n  year\\t\\t= \\\"2018\\\",\\n  issn\\t\\t= \\\"0957-4174\\\",\\n  doi\\t\\t= \\\"10.1016/j.eswa.2018.05.035\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf\\\",\\n  author\\t= \\\"Wai Lam Jonathan Lee and Denis Parra and Jorge Munoz-Gama\\n\\t\\t  and Marcos Sepúlveda\\\",\\n  keywords\\t= \\\"Recommender Systems, Business Process Management,\\n\\t\\t  Predictive Business Process Monitoring\\\"\\n}\\n\\n\",\"author_short\":[\"Lee, W. L. J.\",\"Parra, D.\",\"Munoz-Gama, J.\",\"Sepúlveda, M.\"],\"key\":\"lee2018\",\"id\":\"lee2018\",\"bibbaseid\":\"lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf\"},\"keyword\":[\"Recommender Systems\",\"Business Process Management\",\"Predictive Business Process Monitoring\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Discriminative Hierarchical Modeling of Spatio-Temporally Composable Human Activities\",\"booktitle\":\"CVPR\",\"year\":\"2014\",\"abstract\":\"This paper proposes a framework for recognizing complex human activities in videos. Our method describes human activities in a hierarchical discriminative model that operates at three semantic levels. At the lower level, body poses are encoded in a representative but discriminative pose dictionary. At the intermediate level, encoded poses span a space where simple human actions are composed. At the highest level, our model captures temporal and spatial compositions of actions into complex human activities. Our human activity classifier simultaneously models which body parts are relevant to the action of interest as well as their appearance and composition using a discriminative approach. By formulating model learning in a max-margin framework, our approach achieves powerful multi-class discrimination while providing useful annotations at the intermediate semantic level. We show how our hierarchical compositional model provides natural handling of occlusions. To evaluate the effectiveness of our proposed framework, we introduce a new dataset of composed human activities. We provide empirical evidence that our method achieves state-of-the-art activity classification performance on several benchmark datasets.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf\",\"bibtex\":\"@InProceedings{\\t  lillo:etal:2014,\\n  author\\t= {I. Lillo and JC. Niebles and A. Soto},\\n  title\\t\\t= {Discriminative Hierarchical Modeling of Spatio-Temporally\\n\\t\\t  Composable Human Activities},\\n  booktitle\\t= {{CVPR}},\\n  year\\t\\t= {2014},\\n  abstract\\t= {This paper proposes a framework for recognizing complex\\n\\t\\t  human activities in videos. Our method describes human\\n\\t\\t  activities in a hierarchical discriminative model that\\n\\t\\t  operates at three semantic levels. At the lower level, body\\n\\t\\t  poses are encoded in a representative but discriminative\\n\\t\\t  pose dictionary. At the intermediate level, encoded poses\\n\\t\\t  span a space where simple human actions are composed. At\\n\\t\\t  the highest level, our model captures temporal and spatial\\n\\t\\t  compositions of actions into complex human activities. Our\\n\\t\\t  human activity classifier simultaneously models which body\\n\\t\\t  parts are relevant to the action of interest as well as\\n\\t\\t  their appearance and composition using a discriminative\\n\\t\\t  approach. By formulating model learning in a max-margin\\n\\t\\t  framework, our approach achieves powerful multi-class\\n\\t\\t  discrimination while providing useful annotations at the\\n\\t\\t  intermediate semantic level. We show how our hierarchical\\n\\t\\t  compositional model provides natural handling of\\n\\t\\t  occlusions. To evaluate the effectiveness of our proposed\\n\\t\\t  framework, we introduce a new dataset of composed human\\n\\t\\t  activities. We provide empirical evidence that our method\\n\\t\\t  achieves state-of-the-art activity classification\\n\\t\\t  performance on several benchmark datasets.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf}\\n}\\n\\n\",\"author_short\":[\"Lillo, I.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"lillo:etal:2014\",\"id\":\"lillo:etal:2014\",\"bibbaseid\":\"lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":33,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Hierarchical Pose-Based Approach to Complex Action Understanding Using Dictionaries of Actionlets and Motion Poselets\",\"booktitle\":\"CVPR\",\"year\":\"2016\",\"abstract\":\"In this paper, we introduce a new hierarchical model for human action recognition using body joint locations. Our model can categorize complex actions in videos, and perform spatio-temporal annotations of the atomic actions that compose the complex action being performed. That is, for each atomic action, the model generates temporal action annotations by estimating its starting and ending times, as well as, spatial annotations by inferring the human body parts that are involved in executing the action. Our model includes three key novel properties: (i) it can be trained with no spatial supervision, as it can automatically discover active body parts from temporal action annotations only; (ii) it jointly learns flexible representations for motion poselets and actionlets that encode the visual variability of body parts and atomic actions; (iii) a mechanism to discard idle or non-informative body parts which increases its robustness to common pose estimation errors. We evaluate the performance of our method using multiple action recognition benchmarks. Our model consistently outperforms baselines and state-of-the-art action recognition methods.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf\",\"bibtex\":\"@InProceedings{\\t  lillo:etal:2016,\\n  author\\t= {I. Lillo and JC. Niebles and A. Soto},\\n  title\\t\\t= {A Hierarchical Pose-Based Approach to Complex Action\\n\\t\\t  Understanding Using Dictionaries of Actionlets and Motion\\n\\t\\t  Poselets},\\n  booktitle\\t= {{CVPR}},\\n  year\\t\\t= {2016},\\n  abstract\\t= {In this paper, we introduce a new hierarchical model for\\n\\t\\t  human action recognition using body joint locations. Our\\n\\t\\t  model can categorize complex actions in videos, and perform\\n\\t\\t  spatio-temporal annotations of the atomic actions that\\n\\t\\t  compose the complex action being performed. That is, for\\n\\t\\t  each atomic action, the model generates temporal action\\n\\t\\t  annotations by estimating its starting and ending times, as\\n\\t\\t  well as, spatial annotations by inferring the human body\\n\\t\\t  parts that are involved in executing the action. Our model\\n\\t\\t  includes three key novel properties: (i) it can be trained\\n\\t\\t  with no spatial supervision, as it can automatically\\n\\t\\t  discover active body parts from temporal action annotations\\n\\t\\t  only; (ii) it jointly learns flexible representations for\\n\\t\\t  motion poselets and actionlets that encode the visual\\n\\t\\t  variability of body parts and atomic actions; (iii) a\\n\\t\\t  mechanism to discard idle or non-informative body parts\\n\\t\\t  which increases its robustness to common pose estimation\\n\\t\\t  errors. We evaluate the performance of our method using\\n\\t\\t  multiple action recognition benchmarks. Our model\\n\\t\\t  consistently outperforms baselines and state-of-the-art\\n\\t\\t  action recognition methods.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf}\\n}\\n\\n\",\"author_short\":[\"Lillo, I.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"lillo:etal:2016\",\"id\":\"lillo:etal:2016\",\"bibbaseid\":\"lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Sparse composition of body poses and atomic actions for human activity recognition in RGB-D videos\",\"journal\":\"Image and Vision Computing\",\"volume\":\"59\",\"number\":\"March\",\"pages\":\"63-75\",\"year\":\"2017\",\"abstract\":\"This paper presents an approach to recognize human activities using body poses estimated from RGB-D data. We focus on recognizing complex activities composed of sequential or simultaneous atomic actions characterized by body motions of a single actor. We tackle this problem by introducing a hierarchical compositional model that operates at three levels of abstraction. At the lowest level, geometric and motion descriptors are used to learn a dictionary of body poses. At the intermediate level, sparse compositions of these body poses are used to obtain meaningful representations for atomic human actions. Finally, at the highest level, spatial and temporal compositions of these atomic actions are used to represent complex human activities. Our results show the benefits of using a hierarchical model that exploits the sharing and composition of body poses into atomic actions, and atomic actions into activities. A quantitative evaluation using two benchmark datasets illustrates the advantages of our model to perform action and activity recognition.\",\"url\":\"http://www.sciencedirect.com/science/article/pii/S0262885616301949\",\"bibtex\":\"@Article{\\t  lillo:etal:2017,\\n  author\\t= {I. Lillo and JC. Niebles and A. Soto},\\n  title\\t\\t= {Sparse composition of body poses and atomic actions for\\n\\t\\t  human activity recognition in RGB-D videos},\\n  journal\\t= {Image and Vision Computing},\\n  volume\\t= {59},\\n  number\\t= {March},\\n  pages\\t\\t= {63-75},\\n  year\\t\\t= {2017},\\n  abstract\\t= {This paper presents an approach to recognize human\\n\\t\\t  activities using body poses estimated from RGB-D data. We\\n\\t\\t  focus on recognizing complex activities composed of\\n\\t\\t  sequential or simultaneous atomic actions characterized by\\n\\t\\t  body motions of a single actor. We tackle this problem by\\n\\t\\t  introducing a hierarchical compositional model that\\n\\t\\t  operates at three levels of abstraction. At the lowest\\n\\t\\t  level, geometric and motion descriptors are used to learn a\\n\\t\\t  dictionary of body poses. At the intermediate level, sparse\\n\\t\\t  compositions of these body poses are used to obtain\\n\\t\\t  meaningful representations for atomic human actions.\\n\\t\\t  Finally, at the highest level, spatial and temporal\\n\\t\\t  compositions of these atomic actions are used to represent\\n\\t\\t  complex human activities. Our results show the benefits of\\n\\t\\t  using a hierarchical model that exploits the sharing and\\n\\t\\t  composition of body poses into atomic actions, and atomic\\n\\t\\t  actions into activities. A quantitative evaluation using\\n\\t\\t  two benchmark datasets illustrates the advantages of our\\n\\t\\t  model to perform action and activity recognition.},\\n  url\\t\\t= {http://www.sciencedirect.com/science/article/pii/S0262885616301949}\\n}\\n\\n\",\"author_short\":[\"Lillo, I.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"lillo:etal:2017\",\"id\":\"lillo:etal:2017\",\"bibbaseid\":\"lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://www.sciencedirect.com/science/article/pii/S0262885616301949\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Tag-based information access in image collections: insights from log and eye-gaze analyses\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Lin\"],\"firstnames\":[\"Yi-Ling\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"journal\":\"Knowledge and Information Systems\",\"pages\":\"1–28\",\"year\":\"2019\",\"publisher\":\"Springer\",\"doi\":\"10.1007/s10115-019-01343-4\",\"bibtex\":\"@Article{\\t  lin2019tag,\\n  title\\t\\t= {Tag-based information access in image collections:\\n\\t\\t  insights from log and eye-gaze analyses},\\n  author\\t= {Lin, Yi-Ling and Parra, Denis and Trattner, Christoph and\\n\\t\\t  Brusilovsky, Peter},\\n  journal\\t= {Knowledge and Information Systems},\\n  pages\\t\\t= {1--28},\\n  year\\t\\t= {2019},\\n  publisher\\t= {Springer},\\n  doi\\t\\t= {10.1007/s10115-019-01343-4}\\n}\\n\\n\",\"author_short\":[\"Lin, Y.\",\"Parra, D.\",\"Trattner, C.\",\"Brusilovsky, P.\"],\"key\":\"lin2019tag\",\"id\":\"lin2019tag\",\"bibbaseid\":\"lin-parra-trattner-brusilovsky-tagbasedinformationaccessinimagecollectionsinsightsfromlogandeyegazeanalyses-2019\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Hierarchical Joint Max-Margin Learning of Mid and Top Level Representations for Visual Recognition\",\"booktitle\":\"ICCV\",\"year\":\"2013\",\"abstract\":\"Currently, Bag-of-Visual-Words (BoVW) and part-based methods are the most popular approaches for visual recognition. In both cases, a mid-level representation is build on top of low level image descriptors while top levels classifiers use this mid-level representation to achieve visual recognition. While in current part-based approaches, mid and top level representations are usually jointly trained, this is not the usual case for BoVW schemes. A main reason is the complex data association problem associated to the larger size of the visual dictionary usually needed by BoVW approaches at the mid-level layer. As a further observation, typical solutions based on BoVW and part-based representations are usually limited to binary classification problems, a strategy that ignores relevant correlations among classes. In this work we propose a novel hierarchical approach for visual recognition that, in the context of a BoVW scheme, jointly learns suitable mid and top level representations. Furthermore, using a max-margin learning framework, the proposed approach directly handles the multiclass case at both levels of abstraction. We test our proposed method using several popular benchmarks datasets. As our main result, we demonstrate that by coupling learning of mid and top level representations, the proposed approach fosters sharing of discriminativity words among target classes, being able to achieve state-of-the-art recognition performance using far less visual words than previous approaches.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf\",\"bibtex\":\"@InProceedings{\\t  lobel-a:etal:2013,\\n  author\\t= {H. Lobel and R. Vidal and A. Soto},\\n  title\\t\\t= {Hierarchical Joint Max-Margin Learning of Mid and Top\\n\\t\\t  Level Representations for Visual Recognition},\\n  booktitle\\t= {{ICCV}},\\n  year\\t\\t= {2013},\\n  abstract\\t= {Currently, Bag-of-Visual-Words (BoVW) and part-based\\n\\t\\t  methods are the most popular approaches for visual\\n\\t\\t  recognition. In both cases, a mid-level representation is\\n\\t\\t  build on top of low level image descriptors while top\\n\\t\\t  levels classifiers use this mid-level representation to\\n\\t\\t  achieve visual recognition. While in current part-based\\n\\t\\t  approaches, mid and top level representations are usually\\n\\t\\t  jointly trained, this is not the usual case for BoVW\\n\\t\\t  schemes. A main reason is the complex data association\\n\\t\\t  problem associated to the larger size of the visual\\n\\t\\t  dictionary usually needed by BoVW approaches at the\\n\\t\\t  mid-level layer. As a further observation, typical\\n\\t\\t  solutions based on BoVW and part-based representations are\\n\\t\\t  usually limited to binary classification problems, a\\n\\t\\t  strategy that ignores relevant correlations among classes.\\n\\t\\t  In this work we propose a novel hierarchical approach for\\n\\t\\t  visual recognition that, in the context of a BoVW scheme,\\n\\t\\t  jointly learns suitable mid and top level representations.\\n\\t\\t  Furthermore, using a max-margin learning framework, the\\n\\t\\t  proposed approach directly handles the multiclass case at\\n\\t\\t  both levels of abstraction. We test our proposed method\\n\\t\\t  using several popular benchmarks datasets. As our main\\n\\t\\t  result, we demonstrate that by coupling learning of mid and\\n\\t\\t  top level representations, the proposed approach fosters\\n\\t\\t  sharing of discriminativity words among target classes,\\n\\t\\t  being able to achieve state-of-the-art recognition\\n\\t\\t  performance using far less visual words than previous\\n\\t\\t  approaches.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf}\\n}\\n\\n\",\"author_short\":[\"Lobel, H.\",\"Vidal, R.\",\"Soto, A.\"],\"key\":\"lobel-a:etal:2013\",\"id\":\"lobel-a:etal:2013\",\"bibbaseid\":\"lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":6,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto.\"],\"suffixes\":[]}],\"title\":\"Joint Dictionary and Classifier learning for Categorization of Images using a Max-margin Framework\",\"booktitle\":\"6th Pacific-Rim Symposium on Image and Video Technology, PSIVT\",\"year\":\"2013\",\"abstract\":\"The Bag-of-Visual-Words (BoVW) model is a popular approach for visual recognition. Used successfully in many different tasks, simplicity and good performance are the main reasons for its popularity. The central aspect of this model, the visual dictionary, is used to build mid-level representations based on low level image descriptors. Classifiers are then trained using these mid-level representations to perform categorization. While most works based on BoVW models have been focused on learning a suitable dictionary or on proposing a suitable pooling strategy, little effort has been devoted to explore and improve the coupling between the dictionary and the top-level classifiers, in order to gen- erate more discriminative models. This problem can be highly complex due to the large dictionary size usually needed by these methods. Also, most BoVW based systems usually perform multiclass categorization using a one-vs-all strat- egy, ignoring relevant correlations among classes. To tackle the previous issues, we propose a novel approach that jointly learns dictionary words and a proper top- level multiclass classifier. We use a max-margin learning framework to minimize a regularized energy formulation, allowing us to propagate labeled information to guide the commonly unsupervised dictionary learning process. As a result we produce a dictionary that is more compact and discriminative. We test our method on several popular datasets, where we demonstrate that our joint optimization strategy induces a word sharing behavior among the target classes, being able to achieve state-of-the-art performance using far less visual words than previous approaches. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf\",\"bibtex\":\"@InProceedings{\\t  lobel-b:etal:2013,\\n  author\\t= {H. Lobel and R. Vidal and D. Mery and A. Soto.},\\n  title\\t\\t= {Joint Dictionary and Classifier learning for\\n\\t\\t  Categorization of Images using a Max-margin Framework},\\n  booktitle\\t= {6th Pacific-Rim Symposium on Image and Video Technology,\\n\\t\\t  PSIVT},\\n  year\\t\\t= {2013},\\n  abstract\\t= {The Bag-of-Visual-Words (BoVW) model is a popular approach\\n\\t\\t  for visual recognition. Used successfully in many different\\n\\t\\t  tasks, simplicity and good performance are the main reasons\\n\\t\\t  for its popularity. The central aspect of this model, the\\n\\t\\t  visual dictionary, is used to build mid-level\\n\\t\\t  representations based on low level image descriptors.\\n\\t\\t  Classifiers are then trained using these mid-level\\n\\t\\t  representations to perform categorization. While most works\\n\\t\\t  based on BoVW models have been focused on learning a\\n\\t\\t  suitable dictionary or on proposing a suitable pooling\\n\\t\\t  strategy, little effort has been devoted to explore and\\n\\t\\t  improve the coupling between the dictionary and the\\n\\t\\t  top-level classifiers, in order to gen- erate more\\n\\t\\t  discriminative models. This problem can be highly complex\\n\\t\\t  due to the large dictionary size usually needed by these\\n\\t\\t  methods. Also, most BoVW based systems usually perform\\n\\t\\t  multiclass categorization using a one-vs-all strat- egy,\\n\\t\\t  ignoring relevant correlations among classes. To tackle the\\n\\t\\t  previous issues, we propose a novel approach that jointly\\n\\t\\t  learns dictionary words and a proper top- level multiclass\\n\\t\\t  classifier. We use a max-margin learning framework to\\n\\t\\t  minimize a regularized energy formulation, allowing us to\\n\\t\\t  propagate labeled information to guide the commonly\\n\\t\\t  unsupervised dictionary learning process. As a result we\\n\\t\\t  produce a dictionary that is more compact and\\n\\t\\t  discriminative. We test our method on several popular\\n\\t\\t  datasets, where we demonstrate that our joint optimization\\n\\t\\t  strategy induces a word sharing behavior among the target\\n\\t\\t  classes, being able to achieve state-of-the-art performance\\n\\t\\t  using far less visual words than previous approaches. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf}\\n}\\n\\n\",\"author_short\":[\"Lobel, H.\",\"Vidal, R.\",\"Mery, D.\",\"Soto., A.\"],\"key\":\"lobel-b:etal:2013\",\"id\":\"lobel-b:etal:2013\",\"bibbaseid\":\"lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":7,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"doi\":\"10.1016/j.cviu.2019.102841\",\"url\":\"https://doi.org/10.1016/j.cviu.2019.102841\",\"year\":\"2020\",\"month\":\"February\",\"publisher\":\"Elsevier BV\",\"volume\":\"191\",\"pages\":\"102841\",\"author\":[{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"René\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition\",\"journal\":\"Computer Vision and Image Understanding\",\"bibtex\":\"@Article{\\t  lobel2020,\\n  doi\\t\\t= {10.1016/j.cviu.2019.102841},\\n  url\\t\\t= {https://doi.org/10.1016/j.cviu.2019.102841},\\n  year\\t\\t= {2020},\\n  month\\t\\t= feb,\\n  publisher\\t= {Elsevier {BV}},\\n  volume\\t= {191},\\n  pages\\t\\t= {102841},\\n  author\\t= {Hans Lobel and Ren{\\\\'{e}} Vidal and Alvaro Soto},\\n  title\\t\\t= {{CompactNets}: Compact Hierarchical Compositional Networks\\n\\t\\t  for Visual Recognition},\\n  journal\\t= {Computer Vision and Image Understanding}\\n}\\n\\n\",\"author_short\":[\"Lobel, H.\",\"Vidal, R.\",\"Soto, A.\"],\"key\":\"lobel2020\",\"id\":\"lobel2020\",\"bibbaseid\":\"lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1016/j.cviu.2019.102841\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition\",\"journal\":\"Computer Vision and Image Understanding\",\"volume\":\"191\",\"pages\":\"102841\",\"year\":\"2020\",\"issn\":\"1077-3142\",\"doi\":\"https://doi.org/10.1016/j.cviu.2019.102841\",\"url\":\"https://www.sciencedirect.com/science/article/pii/S1077314218301905\",\"author\":[{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"René\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"keywords\":\"Deep learning, Regularization, Group sparsity, Image categorization\",\"abstract\":\"CNN-based models currently provide state-of-the-art performance in image categorization tasks. While these methods are powerful in terms of representational capacity, they are generally not conceived with explicit means to control complexity. This might lead to scenarios where resources are used in a non-optimal manner, increasing the number of unspecialized or repeated neurons, and overfitting to data. In this work we propose CompactNets, a new approach to visual recognition that learns a hierarchy of shared, discriminative, specialized, and compact representations. CompactNets naturally capture the notion of compositional compactness, a characterization of complexity in compositional models, consisting on using the smallest number of patterns to build a suitable visual representation. We employ a structural regularizer with group-sparse terms in the objective function, that induces on each layer, an efficient and effective use of elements from the layer below. In particular, this allows groups of top-level features to be specialized based on category information. We evaluate CompactNets on the ILSVRC12 dataset, obtaining compact representations and competitive performance, using an order of magnitude less parameters than common CNN-based approaches. We show that CompactNets are able to outperform other group-sparse-based approaches, in terms of performance and compactness. Finally, transfer-learning experiments on small-scale datasets demonstrate high generalization power, providing remarkable categorization performance with respect to alternative approaches.\",\"bibtex\":\"@Article{\\t  lobel2020102841,\\n  title\\t\\t= {CompactNets: Compact Hierarchical Compositional Networks\\n\\t\\t  for Visual Recognition},\\n  journal\\t= {Computer Vision and Image Understanding},\\n  volume\\t= {191},\\n  pages\\t\\t= {102841},\\n  year\\t\\t= {2020},\\n  issn\\t\\t= {1077-3142},\\n  doi\\t\\t= {https://doi.org/10.1016/j.cviu.2019.102841},\\n  url\\t\\t= {https://www.sciencedirect.com/science/article/pii/S1077314218301905},\\n  author\\t= {Hans Lobel and René Vidal and Alvaro Soto},\\n  keywords\\t= {Deep learning, Regularization, Group sparsity, Image\\n\\t\\t  categorization},\\n  abstract\\t= {CNN-based models currently provide state-of-the-art\\n\\t\\t  performance in image categorization tasks. While these\\n\\t\\t  methods are powerful in terms of representational capacity,\\n\\t\\t  they are generally not conceived with explicit means to\\n\\t\\t  control complexity. This might lead to scenarios where\\n\\t\\t  resources are used in a non-optimal manner, increasing the\\n\\t\\t  number of unspecialized or repeated neurons, and\\n\\t\\t  overfitting to data. In this work we propose CompactNets, a\\n\\t\\t  new approach to visual recognition that learns a hierarchy\\n\\t\\t  of shared, discriminative, specialized, and compact\\n\\t\\t  representations. CompactNets naturally capture the notion\\n\\t\\t  of compositional compactness, a characterization of\\n\\t\\t  complexity in compositional models, consisting on using the\\n\\t\\t  smallest number of patterns to build a suitable visual\\n\\t\\t  representation. We employ a structural regularizer with\\n\\t\\t  group-sparse terms in the objective function, that induces\\n\\t\\t  on each layer, an efficient and effective use of elements\\n\\t\\t  from the layer below. In particular, this allows groups of\\n\\t\\t  top-level features to be specialized based on category\\n\\t\\t  information. We evaluate CompactNets on the ILSVRC12\\n\\t\\t  dataset, obtaining compact representations and competitive\\n\\t\\t  performance, using an order of magnitude less parameters\\n\\t\\t  than common CNN-based approaches. We show that CompactNets\\n\\t\\t  are able to outperform other group-sparse-based approaches,\\n\\t\\t  in terms of performance and compactness. Finally,\\n\\t\\t  transfer-learning experiments on small-scale datasets\\n\\t\\t  demonstrate high generalization power, providing remarkable\\n\\t\\t  categorization performance with respect to alternative\\n\\t\\t  approaches.}\\n}\\n\\n\",\"author_short\":[\"Lobel, H.\",\"Vidal, R.\",\"Soto, A.\"],\"key\":\"lobel2020102841\",\"id\":\"lobel2020102841\",\"bibbaseid\":\"lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://www.sciencedirect.com/science/article/pii/S1077314218301905\"},\"keyword\":[\"Deep learning\",\"Regularization\",\"Group sparsity\",\"Image categorization\"],\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Learning Shared, Discriminative, and Compact Representations for Visual Recognition\",\"journal\":\"IEEE Transactions on Pattern Analysis and Machine Intelligence\",\"volume\":\"37\",\"number\":\"11\",\"year\":\"2015\",\"abstract\":\"Dictionary-based and part-based methods are among the most popular approaches to visual recognition. In both methods, a mid-level representation is built on top of low-level image descriptors and high-level classifiers are trained on top of the mid-level representation. While earlier methods built the mid-level representation without supervision, there is currently great interest in learning both representations jointly to make the mid-level representation more discriminative. In this work we propose a new approach to visual recognition that jointly learns a shared, discriminative, and compact mid-level representation and a compact high-level representation. By using a structured output learning framework, our approach directly handles the multiclass case at both levels of abstraction. Moreover, by using a group-sparse prior in the structured output learning framework, our approach encourages sharing of visual words and thus reduces the number of words used to represent each class. We test our proposed method on several popular benchmarks. Our results show that, by jointly learning mid- and high-level representations, and fostering the sharing of discriminative visual words among target classes, we are able to achieve state-of-the-art recognition performance using far less visual words than previous approaches.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf\",\"bibtex\":\"@Article{\\t  lobel:etal:2015,\\n  author\\t= {H. Lobel and R. Vidal and A. Soto},\\n  title\\t\\t= {Learning Shared, Discriminative, and Compact\\n\\t\\t  Representations for Visual Recognition},\\n  journal\\t= {{IEEE} Transactions on Pattern Analysis and Machine\\n\\t\\t  Intelligence},\\n  volume\\t= {37},\\n  number\\t= {11},\\n  year\\t\\t= {2015},\\n  abstract\\t= {Dictionary-based and part-based methods are among the most\\n\\t\\t  popular approaches to visual recognition. In both methods,\\n\\t\\t  a mid-level representation is built on top of low-level\\n\\t\\t  image descriptors and high-level classifiers are trained on\\n\\t\\t  top of the mid-level representation. While earlier methods\\n\\t\\t  built the mid-level representation without supervision,\\n\\t\\t  there is currently great interest in learning both\\n\\t\\t  representations jointly to make the mid-level\\n\\t\\t  representation more discriminative. In this work we propose\\n\\t\\t  a new approach to visual recognition that jointly learns a\\n\\t\\t  shared, discriminative, and compact mid-level\\n\\t\\t  representation and a compact high-level representation. By\\n\\t\\t  using a structured output learning framework, our approach\\n\\t\\t  directly handles the multiclass case at both levels of\\n\\t\\t  abstraction. Moreover, by using a group-sparse prior in the\\n\\t\\t  structured output learning framework, our approach\\n\\t\\t  encourages sharing of visual words and thus reduces the\\n\\t\\t  number of words used to represent each class. We test our\\n\\t\\t  proposed method on several popular benchmarks. Our results\\n\\t\\t  show that, by jointly learning mid- and high-level\\n\\t\\t  representations, and fostering the sharing of\\n\\t\\t  discriminative visual words among target classes, we are\\n\\t\\t  able to achieve state-of-the-art recognition performance\\n\\t\\t  using far less visual words than previous approaches.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf}\\n}\\n\\n\",\"author_short\":[\"Lobel, H.\",\"Vidal, R.\",\"Soto, A.\"],\"key\":\"lobel:etal:2015\",\"id\":\"lobel:etal:2015\",\"bibbaseid\":\"lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Macaya\"],\"firstnames\":[\"Agustin\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Cadiz\"],\"firstnames\":[\"Rodrigo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Cartagena\"],\"firstnames\":[\"Manuel\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Latent Chords: Generative Piano Chord Synthesis with Variational Autoencoders\",\"year\":\"2020\",\"booktitle\":\"Proceedings of the HAI-GEN 2020 - IUI 2020 Workshop on Human-AI Co-Creation with Generative Models\",\"location\":\"Calgary, Italy\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf\",\"keywords\":\"VAE, variational autoencoder, music, chors, creative AI\",\"bibtex\":\"@InProceedings{\\t  macaya2020,\\n  author\\t= {Macaya, Agustin and Cadiz, Rodrigo and Cartagena, Manuel\\n\\t\\t  and Parra, Denis},\\n  title\\t\\t= {Latent Chords: Generative Piano Chord Synthesis with\\n\\t\\t  Variational Autoencoders},\\n  year\\t\\t= {2020},\\n  booktitle\\t= {Proceedings of the HAI-GEN 2020 - IUI 2020 Workshop on\\n\\t\\t  Human-AI Co-Creation with Generative Models},\\n  location\\t= {Calgary, Italy},\\n  url\\t\\t= {http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf},\\n  keywords\\t= {VAE, variational autoencoder, music, chors, creative AI}\\n}\\n\\n\",\"author_short\":[\"Macaya, A.\",\"Cadiz, R.\",\"Cartagena, M.\",\"Parra, D.\"],\"key\":\"macaya2020\",\"id\":\"macaya2020\",\"bibbaseid\":\"macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf\"},\"keyword\":[\"VAE\",\"variational autoencoder\",\"music\",\"chors\",\"creative AI\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Maturana\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Face Recognition with Local Binary Patterns, Spatial Pyramid Histograms and Naive Bayes Nearest Neighbor classification\",\"booktitle\":\"Proc. of XXVIII Int. Conf. of the Chilean Computer Science Society/IEEE CS Press\",\"year\":\"2009\",\"abstract\":\"Face recognition algorithms commonly assume that face images are well aligned and have a similar pose – yet in many practical applications it is impossible to meet these conditions. Therefore extending face recognition to un- constrained face images has become an active area of research. To this end, histograms of Local Binary Patterns (LBP) have proven to be highly discriminative descriptors for face recognition. Nonetheless, most LBP-based algorithms use a rigid descriptor matching strategy that is not robust against pose variation and misalignment. We propose two algorithms for face recognition that are de- signed to deal with pose variations and misalignment. We also incorporate an illumination normalization step that increases robustness against lighting variations. The proposed algorithms use descriptors based on histograms of LBP and perform descriptor matching with spatial pyramid matching (SPM) and Naive Bayes Nearest Neighbor (NBNN), respectively. Our con- tribution is the inclusion of flexible spatial matching schemes that use an image-to-class relation to provide an improved robustness with respect to intra-class variations. We compare the accuracy of the proposed algorithms against Ahonen’s original LBP-based face recognition system and two baseline holistic classifiers on four standard datasets. Our results indicate that the algorithm based on NBNN outperforms the other solutions, and does so more markedly in presence of pose variations. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf\",\"bibtex\":\"@InProceedings{\\t  maturana:etal:2009,\\n  author\\t= {D. Maturana and D. Mery and A. Soto},\\n  title\\t\\t= {Face Recognition with Local Binary Patterns, Spatial\\n\\t\\t  Pyramid Histograms and Naive Bayes Nearest Neighbor\\n\\t\\t  classification},\\n  booktitle\\t= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science\\n\\t\\t  Society/IEEE CS Press},\\n  year\\t\\t= {2009},\\n  abstract\\t= {Face recognition algorithms commonly assume that face\\n\\t\\t  images are well aligned and have a similar pose – yet in\\n\\t\\t  many practical applications it is impossible to meet these\\n\\t\\t  conditions. Therefore extending face recognition to un-\\n\\t\\t  constrained face images has become an active area of\\n\\t\\t  research. To this end, histograms of Local Binary Patterns\\n\\t\\t  (LBP) have proven to be highly discriminative descriptors\\n\\t\\t  for face recognition. Nonetheless, most LBP-based\\n\\t\\t  algorithms use a rigid descriptor matching strategy that is\\n\\t\\t  not robust against pose variation and misalignment. We\\n\\t\\t  propose two algorithms for face recognition that are de-\\n\\t\\t  signed to deal with pose variations and misalignment. We\\n\\t\\t  also incorporate an illumination normalization step that\\n\\t\\t  increases robustness against lighting variations. The\\n\\t\\t  proposed algorithms use descriptors based on histograms of\\n\\t\\t  LBP and perform descriptor matching with spatial pyramid\\n\\t\\t  matching (SPM) and Naive Bayes Nearest Neighbor (NBNN),\\n\\t\\t  respectively. Our con- tribution is the inclusion of\\n\\t\\t  flexible spatial matching schemes that use an\\n\\t\\t  image-to-class relation to provide an improved robustness\\n\\t\\t  with respect to intra-class variations. We compare the\\n\\t\\t  accuracy of the proposed algorithms against Ahonen’s\\n\\t\\t  original LBP-based face recognition system and two baseline\\n\\t\\t  holistic classifiers on four standard datasets. Our results\\n\\t\\t  indicate that the algorithm based on NBNN outperforms the\\n\\t\\t  other solutions, and does so more markedly in presence of\\n\\t\\t  pose variations. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf}\\n}\\n\\n\",\"author_short\":[\"Maturana, D.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"maturana:etal:2009\",\"id\":\"maturana:etal:2009\",\"bibbaseid\":\"maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Maturana\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Face Recognition with Decision Tree-based Local Binary Patterns\",\"booktitle\":\"Proc. of Asian Conference on Computer Vision (ACCV-2010)\",\"year\":\"2010\",\"abstract\":\"Many state-of-the-art face recognition algorithms use image descriptors based on features known as Local Binary Patterns (LBPs). While many variations of LBP exist, so far none of them can automati- cally adapt to the training data. We introduce and analyze a novel gen- eralization of LBP that learns the most discriminative LBP-like features for each facial region in a supervised manner. Since the proposed method is based on Decision Trees, we call it Decision Tree Local Binary Pat- terns or DT-LBPs. Tests on standard face recognition datasets show the superiority of DT-LBP with respect of several state-of-the-art feature descriptors regularly used in face recognition applications. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf\",\"bibtex\":\"@InProceedings{\\t  maturana:etal:2010,\\n  author\\t= {D. Maturana and D. Mery and A. Soto},\\n  title\\t\\t= {Face Recognition with Decision Tree-based Local Binary\\n\\t\\t  Patterns},\\n  booktitle\\t= {Proc. of Asian Conference on Computer Vision (ACCV-2010)},\\n  year\\t\\t= {2010},\\n  abstract\\t= {Many state-of-the-art face recognition algorithms use\\n\\t\\t  image descriptors based on features known as Local Binary\\n\\t\\t  Patterns (LBPs). While many variations of LBP exist, so far\\n\\t\\t  none of them can automati- cally adapt to the training\\n\\t\\t  data. We introduce and analyze a novel gen- eralization of\\n\\t\\t  LBP that learns the most discriminative LBP-like features\\n\\t\\t  for each facial region in a supervised manner. Since the\\n\\t\\t  proposed method is based on Decision Trees, we call it\\n\\t\\t  Decision Tree Local Binary Pat- terns or DT-LBPs. Tests on\\n\\t\\t  standard face recognition datasets show the superiority of\\n\\t\\t  DT-LBP with respect of several state-of-the-art feature\\n\\t\\t  descriptors regularly used in face recognition\\n\\t\\t  applications. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf}\\n}\\n\\n\",\"author_short\":[\"Maturana, D.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"maturana:etal:2010\",\"id\":\"maturana:etal:2010\",\"bibbaseid\":\"maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Maturana\"],\"suffixes\":[]},{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Learning Discriminative Local Binary Patterns for Face Recognition\",\"booktitle\":\"9th IEEE International Conference on Automatic Face and Gesture Recognition (FG)\",\"year\":\"2011\",\"abstract\":\"Histograms of Local Binary Patterns (LBPs) and variations thereof are a popular local visual descriptor for face recognition. So far, most variations of LBP are designed by hand or are learned with non-supervised methods. In this work we propose a simple method to learn discriminative LBPs in a supervised manner. The method represents an LBP-like descriptor as a set of pixel comparisons within a neighborhood and heuristically seeks for a set of pixel comparisons so as to maximize a Fisher separability criterion for the resulting his- tograms. Tests on standard face recognition datasets show that this method can create compact yet discriminative descriptors.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf\",\"bibtex\":\"@InProceedings{\\t  maturana:etal:2011,\\n  author\\t= {D. Maturana and D. Mery and A. Soto},\\n  title\\t\\t= {Learning Discriminative Local Binary Patterns for Face\\n\\t\\t  Recognition},\\n  booktitle\\t= {9th IEEE International Conference on Automatic Face and\\n\\t\\t  Gesture Recognition (FG)},\\n  year\\t\\t= {2011},\\n  abstract\\t= {Histograms of Local Binary Patterns (LBPs) and variations\\n\\t\\t  thereof are a popular local visual descriptor for face\\n\\t\\t  recognition. So far, most variations of LBP are designed by\\n\\t\\t  hand or are learned with non-supervised methods. In this\\n\\t\\t  work we propose a simple method to learn discriminative\\n\\t\\t  LBPs in a supervised manner. The method represents an\\n\\t\\t  LBP-like descriptor as a set of pixel comparisons within a\\n\\t\\t  neighborhood and heuristically seeks for a set of pixel\\n\\t\\t  comparisons so as to maximize a Fisher separability\\n\\t\\t  criterion for the resulting his- tograms. Tests on standard\\n\\t\\t  face recognition datasets show that this method can create\\n\\t\\t  compact yet discriminative descriptors.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf}\\n}\\n\\n\",\"author_short\":[\"Maturana, D.\",\"Mery, D.\",\"Soto, A.\"],\"key\":\"maturana:etal:2011\",\"id\":\"maturana:etal:2011\",\"bibbaseid\":\"maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\",\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":17,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Using Twitter to Infer User Satisfaction With Public Transport: The Case of Santiago, Chile\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Méndez\"],\"firstnames\":[\"José\",\"Tomás\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lobel\"],\"firstnames\":[\"Hans\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Herrera\"],\"firstnames\":[\"Juan\",\"Carlos\"],\"suffixes\":[]}],\"journal\":\"IEEE Access\",\"volume\":\"7\",\"pages\":\"60255–60263\",\"year\":\"2019\",\"publisher\":\"IEEE\",\"doi\":\"10.1109/ACCESS.2019.2915107\",\"bibtex\":\"@Article{\\t  mendez2019using,\\n  title\\t\\t= {Using Twitter to Infer User Satisfaction With Public\\n\\t\\t  Transport: The Case of Santiago, Chile},\\n  author\\t= {M{\\\\'e}ndez, Jos{\\\\'e} Tom{\\\\'a}s and Lobel, Hans and Parra,\\n\\t\\t  Denis and Herrera, Juan Carlos},\\n  journal\\t= {IEEE Access},\\n  volume\\t= {7},\\n  pages\\t\\t= {60255--60263},\\n  year\\t\\t= {2019},\\n  publisher\\t= {IEEE},\\n  doi\\t\\t= {10.1109/ACCESS.2019.2915107}\\n}\\n\\n\",\"author_short\":[\"Méndez, J. T.\",\"Lobel, H.\",\"Parra, D.\",\"Herrera, J. C.\"],\"key\":\"mendez2019using\",\"id\":\"mendez2019using\",\"bibbaseid\":\"mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"GENE: Graph generation conditioned on named entities for polarity and controversy detection in social media\",\"journal\":\"Information Processing & Management\",\"volume\":\"57\",\"number\":\"6\",\"pages\":\"102366\",\"year\":\"2020\",\"issn\":\"0306-4573\",\"doi\":\"https://doi.org/10.1016/j.ipm.2020.102366\",\"url\":\"https://www.sciencedirect.com/science/article/pii/S030645732030861X\",\"author\":[{\"firstnames\":[\"Marcelo\"],\"propositions\":[],\"lastnames\":[\"Mendoza\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Álvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"keywords\":\"Graph-based representations, Controversy detection, Polarity dynamics\",\"abstract\":\"Many of the interactions between users on social networks are controversial, specially in polarized environments. In effect, rather than producing a space for deliberation, these environments foster the emergence of users that disqualify the position of others. On news sites, comments on the news are characterized by such interactions. This is detrimental to the construction of a deliberative and democratic climate, stressing the need for automatic tools that can provide an early detection of polarization and controversy. We introduce GENE (graph generation conditioned on named entities), a representation of user networks conditioned on the named entities (personalities, brands, organizations) which users comment upon. GENE models the leaning that each user has concerning entities mentioned in the news. GENE graphs is able to segment the user network according to their polarity. Using the segmented network, we study the performance of two controversy indices, the existing Random Walks Controversy (RWC) and another one we introduce, Relative Closeness Controversy (RCC). These indices measure the interaction between the network’s poles providing a metric to quantify the emergence of controversy. To evaluate the performance of GENE, we model the network of users of a popular news site in Chile, collecting data in an observation window of more than three years. A large-scale evaluation using GENE, on thousands of news, allows us to conclude that over 60% of user comments have a predictable polarity. This predictability of the user interaction scenario allows both controversy indices to detect a controversy successfully. In particular, our introduced RCC index shows satisfactory performance in the early detection of controversies using partial information collected during the first hours of the news event, with a sensitivity to the target class exceeding 90%.\",\"bibtex\":\"@Article{\\t  mendoza2020102366,\\n  title\\t\\t= {GENE: Graph generation conditioned on named entities for\\n\\t\\t  polarity and controversy detection in social media},\\n  journal\\t= {Information Processing & Management},\\n  volume\\t= {57},\\n  number\\t= {6},\\n  pages\\t\\t= {102366},\\n  year\\t\\t= {2020},\\n  issn\\t\\t= {0306-4573},\\n  doi\\t\\t= {https://doi.org/10.1016/j.ipm.2020.102366},\\n  url\\t\\t= {https://www.sciencedirect.com/science/article/pii/S030645732030861X},\\n  author\\t= {Marcelo Mendoza and Denis Parra and Álvaro Soto},\\n  keywords\\t= {Graph-based representations, Controversy detection,\\n\\t\\t  Polarity dynamics},\\n  abstract\\t= {Many of the interactions between users on social networks\\n\\t\\t  are controversial, specially in polarized environments. In\\n\\t\\t  effect, rather than producing a space for deliberation,\\n\\t\\t  these environments foster the emergence of users that\\n\\t\\t  disqualify the position of others. On news sites, comments\\n\\t\\t  on the news are characterized by such interactions. This is\\n\\t\\t  detrimental to the construction of a deliberative and\\n\\t\\t  democratic climate, stressing the need for automatic tools\\n\\t\\t  that can provide an early detection of polarization and\\n\\t\\t  controversy. We introduce GENE (graph generation\\n\\t\\t  conditioned on named entities), a representation of user\\n\\t\\t  networks conditioned on the named entities (personalities,\\n\\t\\t  brands, organizations) which users comment upon. GENE\\n\\t\\t  models the leaning that each user has concerning entities\\n\\t\\t  mentioned in the news. GENE graphs is able to segment the\\n\\t\\t  user network according to their polarity. Using the\\n\\t\\t  segmented network, we study the performance of two\\n\\t\\t  controversy indices, the existing Random Walks Controversy\\n\\t\\t  (RWC) and another one we introduce, Relative Closeness\\n\\t\\t  Controversy (RCC). These indices measure the interaction\\n\\t\\t  between the network’s poles providing a metric to\\n\\t\\t  quantify the emergence of controversy. To evaluate the\\n\\t\\t  performance of GENE, we model the network of users of a\\n\\t\\t  popular news site in Chile, collecting data in an\\n\\t\\t  observation window of more than three years. A large-scale\\n\\t\\t  evaluation using GENE, on thousands of news, allows us to\\n\\t\\t  conclude that over 60% of user comments have a predictable\\n\\t\\t  polarity. This predictability of the user interaction\\n\\t\\t  scenario allows both controversy indices to detect a\\n\\t\\t  controversy successfully. In particular, our introduced RCC\\n\\t\\t  index shows satisfactory performance in the early detection\\n\\t\\t  of controversies using partial information collected during\\n\\t\\t  the first hours of the news event, with a sensitivity to\\n\\t\\t  the target class exceeding 90%.}\\n}\\n\\n\",\"author_short\":[\"Mendoza, M.\",\"Parra, D.\",\"Soto, Á.\"],\"key\":\"mendoza2020102366\",\"id\":\"mendoza2020102366\",\"bibbaseid\":\"mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://www.sciencedirect.com/science/article/pii/S030645732030861X\"},\"keyword\":[\"Graph-based representations\",\"Controversy detection\",\"Polarity dynamics\"],\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\",\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":9,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Loebel\"],\"suffixes\":[]},{\"firstnames\":[\"V.\"],\"propositions\":[],\"lastnames\":[\"Riffo\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"JM.\"],\"propositions\":[],\"lastnames\":[\"Aguilera\"],\"suffixes\":[]}],\"title\":\"Automated Detection of Fish Bones in Salmon Fillets using X-ray Testing\",\"booktitle\":\"Proc. of 4th Pacific-Rim Symposium on Image and Video Technology (PSIVT-2010)\",\"year\":\"2010\",\"abstract\":\"X-ray testing is playing an increasingly important role in food quality assurance. In the production of fish fillets, however, fish bone detection is performed by human operators using their sense of touch and vision which can lead to misclassification. In countries where fish is often consumed, fish bones are some of the most frequently ingested foreign bodies encountered in foods. Effective detection of fish bones in the quality control process would help avoid this problem. For this reason, we developed an X-ray machine vision approach to au- tomatically detect fish bones in fish fillets. This paper describes our approach and the corresponding validation experiments with salmon fillets. The approach consists of six steps: 1) A digital X-ray image is taken of the fish fillet being tested. 2) The X-ray image is filtered and enhanced to facilitate the detection of fish bones. 3) Potential fish bones in the image are segmented using band pass filtering, thresholding and morphological techniques. 4) Intensity features of the enhanced X-ray image are extracted from small detection windows that are defined in those regions where potential fish bones were segmented. 5) A classifier is used to discriminate between ‘bones’ and ‘no-bones’ classes in the detection windows. 6) Finally, fish bones in the X-ray image are isolated using morphological operations applied on the corresponding segments classified as ‘bones’. In the experiments we used a high resolution flat panel detector with the capacity to capture up to a 6 million pixel digital X-ray image. In the training phase, we analyzed 20 representative salmon fillets, 7700 detection windows (10×10 pixels) and 279 intensity features. Cross validation yielded a detection performance of 95% using a support vector machine classifier with only 24 selected features. We believe that the proposed approach opens new possibilities in the field of automated visual inspection of salmon and other similar fish. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf\",\"bibtex\":\"@InProceedings{\\t  mery-psivt:etal:2010,\\n  author\\t= {D. Mery and I. Lillo and H. Loebel and V. Riffo and A.\\n\\t\\t  Soto and A. Cipriano and JM. Aguilera},\\n  title\\t\\t= {Automated Detection of Fish Bones in Salmon Fillets using\\n\\t\\t  X-ray Testing},\\n  booktitle\\t= {Proc. of 4th Pacific-Rim Symposium on Image and Video\\n\\t\\t  Technology (PSIVT-2010)},\\n  year\\t\\t= {2010},\\n  abstract\\t= {X-ray testing is playing an increasingly important role in\\n\\t\\t  food quality assurance. In the production of fish fillets,\\n\\t\\t  however, fish bone detection is performed by human\\n\\t\\t  operators using their sense of touch and vision which can\\n\\t\\t  lead to misclassification. In countries where fish is often\\n\\t\\t  consumed, fish bones are some of the most frequently\\n\\t\\t  ingested foreign bodies encountered in foods. Effective\\n\\t\\t  detection of fish bones in the quality control process\\n\\t\\t  would help avoid this problem. For this reason, we\\n\\t\\t  developed an X-ray machine vision approach to au-\\n\\t\\t  tomatically detect fish bones in fish fillets. This paper\\n\\t\\t  describes our approach and the corresponding validation\\n\\t\\t  experiments with salmon fillets. The approach consists of\\n\\t\\t  six steps: 1) A digital X-ray image is taken of the fish\\n\\t\\t  fillet being tested. 2) The X-ray image is filtered and\\n\\t\\t  enhanced to facilitate the detection of fish bones. 3)\\n\\t\\t  Potential fish bones in the image are segmented using band\\n\\t\\t  pass filtering, thresholding and morphological techniques.\\n\\t\\t  4) Intensity features of the enhanced X-ray image are\\n\\t\\t  extracted from small detection windows that are defined in\\n\\t\\t  those regions where potential fish bones were segmented. 5)\\n\\t\\t  A classifier is used to discriminate between ‘bones’\\n\\t\\t  and ‘no-bones’ classes in the detection windows. 6)\\n\\t\\t  Finally, fish bones in the X-ray image are isolated using\\n\\t\\t  morphological operations applied on the corresponding\\n\\t\\t  segments classified as ‘bones’. In the experiments we\\n\\t\\t  used a high resolution flat panel detector with the\\n\\t\\t  capacity to capture up to a 6 million pixel digital X-ray\\n\\t\\t  image. In the training phase, we analyzed 20 representative\\n\\t\\t  salmon fillets, 7700 detection windows (10×10 pixels) and\\n\\t\\t  279 intensity features. Cross validation yielded a\\n\\t\\t  detection performance of 95% using a support vector machine\\n\\t\\t  classifier with only 24 selected features. We believe that\\n\\t\\t  the proposed approach opens new possibilities in the field\\n\\t\\t  of automated visual inspection of salmon and other similar\\n\\t\\t  fish. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf}\\n}\\n\\n\",\"author_short\":[\"Mery, D.\",\"Lillo, I.\",\"Loebel, H.\",\"Riffo, V.\",\"Soto, A.\",\"Cipriano, A.\",\"Aguilera, J.\"],\"key\":\"mery-psivt:etal:2010\",\"id\":\"mery-psivt:etal:2010\",\"bibbaseid\":\"mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"doi\":\"10.1007/s10921-015-0315-7\",\"url\":\"https://doi.org/10.1007/s10921-015-0315-7\",\"year\":\"2015\",\"month\":\"November\",\"publisher\":\"Springer Science and Business Media LLC\",\"volume\":\"34\",\"number\":\"4\",\"author\":[{\"firstnames\":[\"Domingo\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"Vladimir\"],\"propositions\":[],\"lastnames\":[\"Riffo\"],\"suffixes\":[]},{\"firstnames\":[\"Uwe\"],\"propositions\":[],\"lastnames\":[\"Zscherpel\"],\"suffixes\":[]},{\"firstnames\":[\"German\"],\"propositions\":[],\"lastnames\":[\"Mondragón\"],\"suffixes\":[]},{\"firstnames\":[\"Iván\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"Irene\"],\"propositions\":[],\"lastnames\":[\"Zuccar\"],\"suffixes\":[]},{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"Miguel\"],\"propositions\":[],\"lastnames\":[\"Carrasco\"],\"suffixes\":[]}],\"title\":\"GDXray: The Database of X-ray Images for Nondestructive Testing\",\"journal\":\"Journal of Nondestructive Evaluation\",\"bibtex\":\"@Article{\\t  mery2015,\\n  doi\\t\\t= {10.1007/s10921-015-0315-7},\\n  url\\t\\t= {https://doi.org/10.1007/s10921-015-0315-7},\\n  year\\t\\t= {2015},\\n  month\\t\\t= nov,\\n  publisher\\t= {Springer Science and Business Media {LLC}},\\n  volume\\t= {34},\\n  number\\t= {4},\\n  author\\t= {Domingo Mery and Vladimir Riffo and Uwe Zscherpel and\\n\\t\\t  German Mondrag{\\\\'{o}}n and Iv{\\\\'{a}}n Lillo and Irene\\n\\t\\t  Zuccar and Hans Lobel and Miguel Carrasco},\\n  title\\t\\t= {{GDXray}: The Database of X-ray Images for Nondestructive\\n\\t\\t  Testing},\\n  journal\\t= {Journal of Nondestructive Evaluation}\\n}\\n\\n\",\"author_short\":[\"Mery, D.\",\"Riffo, V.\",\"Zscherpel, U.\",\"Mondragón, G.\",\"Lillo, I.\",\"Zuccar, I.\",\"Lobel, H.\",\"Carrasco, M.\"],\"key\":\"mery2015\",\"id\":\"mery2015\",\"bibbaseid\":\"mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1007/s10921-015-0315-7\"},\"metadata\":{\"authorlinks\":{\"mery, d\":\"https://domingomery.ing.puc.cl/testing/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Chanona-Perez\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"JM.\"],\"propositions\":[],\"lastnames\":[\"Aguilera\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"N.\"],\"propositions\":[],\"lastnames\":[\"Velez-Riverab\"],\"suffixes\":[]},{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Arzate-Vazquez\"],\"suffixes\":[]},{\"firstnames\":[\"G.\"],\"propositions\":[],\"lastnames\":[\"Gutierrez-Lopez\"],\"suffixes\":[]}],\"title\":\"Quality Classification of Corn Tortillas using Computer Vision\",\"journal\":\"Journal of Food Engineering\",\"volume\":\"101\",\"number\":\"4\",\"pages\":\"357-364\",\"year\":\"2010\",\"abstract\":\"Computer vision is playing an increasingly important role in automated visual food inspection. However quality control in tortilla production is still performed by human operators which may lead to misclassification due to their subjectivity and fatigue. In order to reduce the need for human operators and therefore misclassification, we developed a computer vision framework to automatically classify the quality of corn tortillas according to five hedonic sub-classes given by a sensorial panel. The proposed framework analyzed 750 corn tortillas obtained from 15 different Mexican commercial stores which were either small, medium or large in size. More than 2300 geometric and color features were extracted from 1500 images capturing both sides of the 750 tortillas. After implementing a feature selection algorithm, in which the most relevant features were selected for the classification of the five sub-classes, only 64 features were required to design a classifier based on support vector machines. Cross validation yielded a performance of 95% in the classification of the five hedonic sub-classes. Additionally, using only 10 of the selected features and a simple statistical classifier, it was possible to determine the origin of the tortillas with a performance of 96%. We believe that the proposed framework opens up new possibilities in the field of automated visual inspection of tortillas. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf\",\"bibtex\":\"@Article{\\t  mery:etal:2010,\\n  author\\t= {D. Mery and J. Chanona-Perez and A. Soto and JM. Aguilera\\n\\t\\t  and A. Cipriano and N. Velez-Riverab and I. Arzate-Vazquez\\n\\t\\t  and G. Gutierrez-Lopez},\\n  title\\t\\t= {Quality Classification of Corn Tortillas using Computer\\n\\t\\t  Vision},\\n  journal\\t= {Journal of Food Engineering},\\n  volume\\t= {101},\\n  number\\t= {4},\\n  pages\\t\\t= {357-364},\\n  year\\t\\t= {2010},\\n  abstract\\t= {Computer vision is playing an increasingly important role\\n\\t\\t  in automated visual food inspection. However quality\\n\\t\\t  control in tortilla production is still performed by human\\n\\t\\t  operators which may lead to misclassification due to their\\n\\t\\t  subjectivity and fatigue. In order to reduce the need for\\n\\t\\t  human operators and therefore misclassification, we\\n\\t\\t  developed a computer vision framework to automatically\\n\\t\\t  classify the quality of corn tortillas according to five\\n\\t\\t  hedonic sub-classes given by a sensorial panel. The\\n\\t\\t  proposed framework analyzed 750 corn tortillas obtained\\n\\t\\t  from 15 different Mexican commercial stores which were\\n\\t\\t  either small, medium or large in size. More than 2300\\n\\t\\t  geometric and color features were extracted from 1500\\n\\t\\t  images capturing both sides of the 750 tortillas. After\\n\\t\\t  implementing a feature selection algorithm, in which the\\n\\t\\t  most relevant features were selected for the classification\\n\\t\\t  of the five sub-classes, only 64 features were required to\\n\\t\\t  design a classifier based on support vector machines. Cross\\n\\t\\t  validation yielded a performance of 95% in the\\n\\t\\t  classification of the five hedonic sub-classes.\\n\\t\\t  Additionally, using only 10 of the selected features and a\\n\\t\\t  simple statistical classifier, it was possible to determine\\n\\t\\t  the origin of the tortillas with a performance of 96%. We\\n\\t\\t  believe that the proposed framework opens up new\\n\\t\\t  possibilities in the field of automated visual inspection\\n\\t\\t  of tortillas. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf}\\n}\\n\\n\",\"author_short\":[\"Mery, D.\",\"Chanona-Perez, J.\",\"Soto, A.\",\"Aguilera, J.\",\"Cipriano, A.\",\"Velez-Riverab, N.\",\"Arzate-Vazquez, I.\",\"Gutierrez-Lopez, G.\"],\"key\":\"mery:etal:2010\",\"id\":\"mery:etal:2010\",\"bibbaseid\":\"mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Lillo\"],\"suffixes\":[]},{\"firstnames\":[\"H.\"],\"propositions\":[],\"lastnames\":[\"Loebel\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"V.\",\"Riffo\"],\"firstnames\":[\"A.\",\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]},{\"firstnames\":[\"JM.\"],\"propositions\":[],\"lastnames\":[\"Aguilera\"],\"suffixes\":[]}],\"title\":\"Automated Fish Bone Detection using X-ray Testing\",\"journal\":\"Journal of Food Engineering\",\"volume\":\"105\",\"number\":\"3\",\"pages\":\"485-492\",\"year\":\"2011\",\"abstract\":\"In countries where fish is often consumed, fish bones are some of the most frequently ingested foreign bodies encountered in foods. In the production of fish fillets, fish bone detection is performed by human inspection using their sense of touch and vision which can lead to misclassification. Effective detection of fish bones in the quality control process would help avoid this problem. For this reason, an X-ray machine vision approach to automatically detect fish bones in fish fillets was developed. This paper describes our approach and the corresponding experiments with salmon and trout fillets. In the experiments, salmon X-ray images using 10×10 pixels detection windows and 24 intensity features (selected from 279 features) were analyzed. The methodology was validated using representative fish bones and trouts provided by a salmon industry and yielded a detection performance of 99%. We believe that the proposed approach opens new possibilities in the field of automated visual inspection of salmon, trout and other similar fish. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf\",\"bibtex\":\"@Article{\\t  mery:etal:2011,\\n  author\\t= {D. Mery and I. Lillo and H. Loebel and V. Riffo, A. Soto\\n\\t\\t  and A. Cipriano and JM. Aguilera},\\n  title\\t\\t= {Automated Fish Bone Detection using X-ray Testing},\\n  journal\\t= {Journal of Food Engineering},\\n  volume\\t= {105},\\n  number\\t= {3},\\n  pages\\t\\t= {485-492},\\n  year\\t\\t= {2011},\\n  abstract\\t= {In countries where fish is often consumed, fish bones are\\n\\t\\t  some of the most frequently ingested foreign bodies\\n\\t\\t  encountered in foods. In the production of fish fillets,\\n\\t\\t  fish bone detection is performed by human inspection using\\n\\t\\t  their sense of touch and vision which can lead to\\n\\t\\t  misclassification. Effective detection of fish bones in the\\n\\t\\t  quality control process would help avoid this problem. For\\n\\t\\t  this reason, an X-ray machine vision approach to\\n\\t\\t  automatically detect fish bones in fish fillets was\\n\\t\\t  developed. This paper describes our approach and the\\n\\t\\t  corresponding experiments with salmon and trout fillets. In\\n\\t\\t  the experiments, salmon X-ray images using 10×10 pixels\\n\\t\\t  detection windows and 24 intensity features (selected from\\n\\t\\t  279 features) were analyzed. The methodology was validated\\n\\t\\t  using representative fish bones and trouts provided by a\\n\\t\\t  salmon industry and yielded a detection performance of 99%.\\n\\t\\t  We believe that the proposed approach opens new\\n\\t\\t  possibilities in the field of automated visual inspection\\n\\t\\t  of salmon, trout and other similar fish. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf}\\n}\\n\\n\",\"author_short\":[\"Mery, D.\",\"Lillo, I.\",\"Loebel, H.\",\"V. Riffo, A. S.\",\"Cipriano, A.\",\"Aguilera, J.\"],\"key\":\"mery:etal:2011\",\"id\":\"mery:etal:2011\",\"bibbaseid\":\"mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"D.\"],\"propositions\":[],\"lastnames\":[\"Mery\"],\"suffixes\":[]},{\"firstnames\":[\"F.\"],\"propositions\":[],\"lastnames\":[\"Pedreschi\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Automated Design of a Computer Vision System for Food Quality Evaluation\",\"journal\":\"Food and Bioprocess Technology\",\"volume\":\"6\",\"number\":\"8\",\"pages\":\"2093-2108\",\"year\":\"2013\",\"abstract\":\"Considerable research efforts in computer classifiers for a given application avoiding the classical vision applied to food quality evaluation have been trial and error framework commonly used by human developed in the last years; however, they have been designers. The key idea of the proposed framework concentrated on using or developing tailored methods is to select—automatically—from a large set of fea- based on visual features that are able to solve a specific tures and a bank of classifiers those features and clas- task. Nevertheless, today’s computer capabilities are sifiers that achieve the highest performance. We tested giving us new ways to solve complex computer vision our framework on eight different food quality evalua- problems. In particular, a new paradigm on machine tion problems yielding a classification performance of learning techniques has emerged posing the task of 95 % or more in every case. The proposed framework recognizing visual patterns as a search problem based was implemented as a Matlab Toolbox available for on training data and a hypothesis space composed by noncommercial purposes. visual features and suitable classifiers. Furthermore, now we are able to extract, process, and test in the same time more image features and classifiers than before. Thus, we propose a general framework that designs a computer vision system automatically, i.e., it finds— without human interaction—the features and the classifiers for a given application avoiding the classical trial and error framework commonly used by human designers. The key idea of the proposed framework is to select—automatically—from a large set of fea- tures and a bank of classifiers those features and clas- sifiers that achieve the highest performance. We tested our framework on eight different food quality evalua- tion problems yielding a classification performance of 95% or more in every case. The proposed framework was implemented as a Matlab Toolbox available for noncommercial purposes. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf\",\"bibtex\":\"@Article{\\t  mery:etal:2013,\\n  author\\t= {D. Mery and F. Pedreschi and A. Soto},\\n  title\\t\\t= {Automated Design of a Computer Vision System for Food\\n\\t\\t  Quality Evaluation},\\n  journal\\t= {Food and Bioprocess Technology},\\n  volume\\t= {6},\\n  number\\t= {8},\\n  pages\\t\\t= {2093-2108},\\n  year\\t\\t= {2013},\\n  abstract\\t= {Considerable research efforts in computer classifiers for\\n\\t\\t  a given application avoiding the classical vision applied\\n\\t\\t  to food quality evaluation have been trial and error\\n\\t\\t  framework commonly used by human developed in the last\\n\\t\\t  years; however, they have been designers. The key idea of\\n\\t\\t  the proposed framework concentrated on using or developing\\n\\t\\t  tailored methods is to select—automatically—from a\\n\\t\\t  large set of fea- based on visual features that are able to\\n\\t\\t  solve a specific tures and a bank of classifiers those\\n\\t\\t  features and clas- task. Nevertheless, today’s computer\\n\\t\\t  capabilities are sifiers that achieve the highest\\n\\t\\t  performance. We tested giving us new ways to solve complex\\n\\t\\t  computer vision our framework on eight different food\\n\\t\\t  quality evalua- problems. In particular, a new paradigm on\\n\\t\\t  machine tion problems yielding a classification performance\\n\\t\\t  of learning techniques has emerged posing the task of 95 %\\n\\t\\t  or more in every case. The proposed framework recognizing\\n\\t\\t  visual patterns as a search problem based was implemented\\n\\t\\t  as a Matlab Toolbox available for on training data and a\\n\\t\\t  hypothesis space composed by noncommercial purposes. visual\\n\\t\\t  features and suitable classifiers. Furthermore, now we are\\n\\t\\t  able to extract, process, and test in the same time more\\n\\t\\t  image features and classifiers than before. Thus, we\\n\\t\\t  propose a general framework that designs a computer vision\\n\\t\\t  system automatically, i.e., it finds— without human\\n\\t\\t  interaction—the features and the classifiers for a given\\n\\t\\t  application avoiding the classical trial and error\\n\\t\\t  framework commonly used by human designers. The key idea of\\n\\t\\t  the proposed framework is to select—automatically—from\\n\\t\\t  a large set of fea- tures and a bank of classifiers those\\n\\t\\t  features and clas- sifiers that achieve the highest\\n\\t\\t  performance. We tested our framework on eight different\\n\\t\\t  food quality evalua- tion problems yielding a\\n\\t\\t  classification performance of 95% or more in every case.\\n\\t\\t  The proposed framework was implemented as a Matlab Toolbox\\n\\t\\t  available for noncommercial purposes.\\n\\t\\t  \\n\\t\\t  },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf}\\n}\\n\\n\",\"author_short\":[\"Mery, D.\",\"Pedreschi, F.\",\"Soto, A.\"],\"key\":\"mery:etal:2013\",\"id\":\"mery:etal:2013\",\"bibbaseid\":\"mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Messina\"],\"firstnames\":[\"Pablo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Dominguez\"],\"firstnames\":[\"Vicente\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Soto\"],\"firstnames\":[\"Alvaro\"],\"suffixes\":[]}],\"title\":\"Content-based Artwork Recommendation: Integrating Painting Metadata with Neural and Manually-Engineered Visual Features\",\"journal\":\"User Modeling and User-Adapted Interaction\",\"year\":\"2018\",\"issn\":\"1573-1391\",\"doi\":\"10.1007/s11257-018-9206-9\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf\",\"bibtex\":\"@Article{\\t  messina2018,\\n  author\\t= \\\"Messina, Pablo and Dominguez, Vicente and Parra, Denis and\\n\\t\\t  Trattner, Christoph and Soto, Alvaro\\\",\\n  title\\t\\t= \\\"Content-based Artwork Recommendation: Integrating Painting\\n\\t\\t  Metadata with Neural and Manually-Engineered Visual\\n\\t\\t  Features\\\",\\n  journal\\t= \\\"User Modeling and User-Adapted Interaction\\\",\\n  year\\t\\t= \\\"2018\\\",\\n  issn\\t\\t= \\\"1573-1391\\\",\\n  doi\\t\\t= \\\"10.1007/s11257-018-9206-9\\\",\\n  url\\t\\t= \\\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf\\\"\\n}\\n\\n\",\"author_short\":[\"Messina, P.\",\"Dominguez, V.\",\"Parra, D.\",\"Trattner, C.\",\"Soto, A.\"],\"key\":\"messina2018\",\"id\":\"messina2018\",\"bibbaseid\":\"messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\",\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":11,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"A Survey on Deep Learning and Explainability for Automatic Image-based Medical Report Generation\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Messina\"],\"firstnames\":[\"Pablo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Pino\"],\"firstnames\":[\"Pablo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Soto\"],\"firstnames\":[\"Alvaro\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Besa\"],\"firstnames\":[\"Cecilia\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Uribe\"],\"firstnames\":[\"Sergio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Tejos\"],\"firstnames\":[\"Cristian\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Prieto\"],\"firstnames\":[\"Claudia\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Capurro\"],\"firstnames\":[\"Daniel\"],\"suffixes\":[]},{\"firstnames\":[],\"propositions\":[],\"lastnames\":[\"others\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:2010.10563\",\"year\":\"2020\",\"bibtex\":\"@Article{\\t  messina2020survey,\\n  title\\t\\t= {A Survey on Deep Learning and Explainability for Automatic\\n\\t\\t  Image-based Medical Report Generation},\\n  author\\t= {Messina, Pablo and Pino, Pablo and Parra, Denis and Soto,\\n\\t\\t  Alvaro and Besa, Cecilia and Uribe, Sergio and Tejos,\\n\\t\\t  Cristian and Prieto, Claudia and Capurro, Daniel and\\n\\t\\t  others},\\n  journal\\t= {arXiv preprint arXiv:2010.10563},\\n  year\\t\\t= {2020}\\n}\\n\\n\",\"author_short\":[\"Messina, P.\",\"Pino, P.\",\"Parra, D.\",\"Soto, A.\",\"Besa, C.\",\"Uribe, S.\",\"Tejos, C.\",\"Prieto, C.\",\"Capurro, D.\",\"others\"],\"key\":\"messina2020survey\",\"id\":\"messina2020survey\",\"bibbaseid\":\"messina-pino-parra-soto-besa-uribe-tejos-prieto-etal-asurveyondeeplearningandexplainabilityforautomaticimagebasedmedicalreportgeneration-2020\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{}},\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"Pablo\"],\"propositions\":[],\"lastnames\":[\"Messina\"],\"suffixes\":[]},{\"firstnames\":[\"Vicente\"],\"propositions\":[],\"lastnames\":[\"Dominguez\"],\"suffixes\":[]},{\"firstnames\":[\"Denis\"],\"propositions\":[],\"lastnames\":[\"Parra\"],\"suffixes\":[]},{\"firstnames\":[\"Christoph\"],\"propositions\":[],\"lastnames\":[\"Trattner\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Content-based artwork recommendation: integrating painting metadata with neural and manually-engineered visual features\",\"journal\":\"User Modeling and User-Adapted Interaction\",\"volume\":\"29\",\"number\":\"2\",\"year\":\"2019\",\"abstract\":\"Recommender Systems help us deal with information overload by suggesting relevant items based on our personal preferences. Although there is a large body of research in areas such as movies or music, artwork recommendation has received comparatively little attention, despite the continuous growth of the artwork market. Most previous research has relied on ratings and metadata, and a few recent works have exploited visual features extracted with deep neural networks (DNN) to recommend digital art. In this work, we contribute to the area of content-based artwork recommendation of physical paintings by studying the impact of the aforementioned features (artwork metadata, neural visual features), as well as manually-engineered visual features, such as naturalness, brightness and contrast. We implement and evaluate our method using transactional data from UGallery.com, an online artwork store. Our results show that artwork recommendations based on a hybrid combination of artist preference, curated attributes, deep neural visual features and manually-engineered visual features produce the best performance. Moreover, we discuss the trade-off between automatically obtained DNN features and manually-engineered visual features for the purpose of explainability, as well as the impact of user profile size on predictions. Our research informs the development of next-generation content-based artwork recommenders which rely on different types of data, from text to multimedia.\",\"url\":\"https://link.springer.com/article/10.1007/s11257-018-9206-9\",\"bibtex\":\"@Article{\\t  messina:etal:2019,\\n  author\\t= {Pablo Messina and Vicente Dominguez and Denis Parra and\\n\\t\\t  Christoph Trattner and Alvaro Soto},\\n  title\\t\\t= {Content-based artwork recommendation: integrating painting\\n\\t\\t  metadata with neural and manually-engineered visual\\n\\t\\t  features},\\n  journal\\t= {User Modeling and User-Adapted Interaction},\\n  volume\\t= {29},\\n  number\\t= {2},\\n  year\\t\\t= {2019},\\n  abstract\\t= {Recommender Systems help us deal with information overload\\n\\t\\t  by suggesting relevant items based on our personal\\n\\t\\t  preferences. Although there is a large body of research in\\n\\t\\t  areas such as movies or music, artwork recommendation has\\n\\t\\t  received comparatively little attention, despite the\\n\\t\\t  continuous growth of the artwork market. Most previous\\n\\t\\t  research has relied on ratings and metadata, and a few\\n\\t\\t  recent works have exploited visual features extracted with\\n\\t\\t  deep neural networks (DNN) to recommend digital art. In\\n\\t\\t  this work, we contribute to the area of content-based\\n\\t\\t  artwork recommendation of physical paintings by studying\\n\\t\\t  the impact of the aforementioned features (artwork\\n\\t\\t  metadata, neural visual features), as well as\\n\\t\\t  manually-engineered visual features, such as naturalness,\\n\\t\\t  brightness and contrast. We implement and evaluate our\\n\\t\\t  method using transactional data from UGallery.com, an\\n\\t\\t  online artwork store. Our results show that artwork\\n\\t\\t  recommendations based on a hybrid combination of artist\\n\\t\\t  preference, curated attributes, deep neural visual features\\n\\t\\t  and manually-engineered visual features produce the best\\n\\t\\t  performance. Moreover, we discuss the trade-off between\\n\\t\\t  automatically obtained DNN features and manually-engineered\\n\\t\\t  visual features for the purpose of explainability, as well\\n\\t\\t  as the impact of user profile size on predictions. Our\\n\\t\\t  research informs the development of next-generation\\n\\t\\t  content-based artwork recommenders which rely on different\\n\\t\\t  types of data, from text to multimedia.},\\n  url\\t\\t= {https://link.springer.com/article/10.1007/s11257-018-9206-9}\\n}\\n\\n\",\"author_short\":[\"Messina, P.\",\"Dominguez, V.\",\"Parra, D.\",\"Trattner, C.\",\"Soto, A.\"],\"key\":\"messina:etal:2019\",\"id\":\"messina:etal:2019\",\"bibbaseid\":\"messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://link.springer.com/article/10.1007/s11257-018-9206-9\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Miranda\"],\"firstnames\":[\"Cristian\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Guerra\"],\"firstnames\":[\"Julio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Scheihing\"],\"firstnames\":[\"Eliana\"],\"suffixes\":[]}],\"booktitle\":\"UMAP Workshops\",\"title\":\"A hybrid peer recommender system for an online community of teachers.\",\"year\":\"2012\",\"bibtex\":\"@InProceedings{\\t  miranda2012hybrid,\\n  author\\t= {Miranda, Cristian and Guerra, Julio and Parra, Denis and\\n\\t\\t  Scheihing, Eliana},\\n  booktitle\\t= {UMAP Workshops},\\n  title\\t\\t= {A hybrid peer recommender system for an online community\\n\\t\\t  of teachers.},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Miranda, C.\",\"Guerra, J.\",\"Parra, D.\",\"Scheihing, E.\"],\"key\":\"miranda2012hybrid\",\"id\":\"miranda2012hybrid\",\"bibbaseid\":\"miranda-guerra-parra-scheihing-ahybridpeerrecommendersystemforanonlinecommunityofteachers-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Mitnik\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Nussbaum\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"An autonomous educational mobile robot mediator\",\"journal\":\"Autonomous Robots\",\"volume\":\"25\",\"number\":\"4\",\"pages\":\"367-382\",\"year\":\"2008\",\"abstract\":\"So far, most of the applications of robotic technology to education have mainly focused on sup- porting the teaching of subjects that are closely related to the Robotics field, such as robot programming, robot construction, or mechatronics. Moreover, most of the applications have used the robot as an end or a passive tool of the learning activity, where the robot has been constructed or programmed. In this paper, we present a novel application of robotic technologies to education, where we use the real world situatedness of a robot to teach non-robotic related subjects, such as math and physics. Furthermore, we also provide the robot with a suitable degree of autonomy to actively guide and mediate in the development of the educational activ- ity. We present our approach as an educational frame- work based on a collaborative and constructivist learn- ing environment, where the robot is able to act as an interaction mediator capable of managing the interac- tions occurring among the working students. We illus- trate the use of this framework by a 4-step methodology that is used to implement two educational activities. These activities were tested at local schools with en- couraging results. Accordingly, the main contributions of this work are: i) A novel use of a mobile robot to illustrate and teach relevant concepts and properties of the real world; ii) A novel use of robots as mediators that autonomously guide an educational activity using a collaborative and constructivist learning approach; iii) The implementation and testing of these ideas in a real scenario, working with students at local schools. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf\",\"bibtex\":\"@Article{\\t  mitnik:etal:2008,\\n  author\\t= {R. Mitnik and M. Nussbaum and A. Soto},\\n  title\\t\\t= {An autonomous educational mobile robot mediator},\\n  journal\\t= {Autonomous Robots},\\n  volume\\t= {25},\\n  number\\t= {4},\\n  pages\\t\\t= {367-382},\\n  year\\t\\t= {2008},\\n  abstract\\t= {So far, most of the applications of robotic technology to\\n\\t\\t  education have mainly focused on sup- porting the teaching\\n\\t\\t  of subjects that are closely related to the Robotics field,\\n\\t\\t  such as robot programming, robot construction, or\\n\\t\\t  mechatronics. Moreover, most of the applications have used\\n\\t\\t  the robot as an end or a passive tool of the learning\\n\\t\\t  activity, where the robot has been constructed or\\n\\t\\t  programmed. In this paper, we present a novel application\\n\\t\\t  of robotic technologies to education, where we use the real\\n\\t\\t  world situatedness of a robot to teach non-robotic related\\n\\t\\t  subjects, such as math and physics. Furthermore, we also\\n\\t\\t  provide the robot with a suitable degree of autonomy to\\n\\t\\t  actively guide and mediate in the development of the\\n\\t\\t  educational activ- ity. We present our approach as an\\n\\t\\t  educational frame- work based on a collaborative and\\n\\t\\t  constructivist learn- ing environment, where the robot is\\n\\t\\t  able to act as an interaction mediator capable of managing\\n\\t\\t  the interac- tions occurring among the working students. We\\n\\t\\t  illus- trate the use of this framework by a 4-step\\n\\t\\t  methodology that is used to implement two educational\\n\\t\\t  activities. These activities were tested at local schools\\n\\t\\t  with en- couraging results. Accordingly, the main\\n\\t\\t  contributions of this work are: i) A novel use of a mobile\\n\\t\\t  robot to illustrate and teach relevant concepts and\\n\\t\\t  properties of the real world; ii) A novel use of robots as\\n\\t\\t  mediators that autonomously guide an educational activity\\n\\t\\t  using a collaborative and constructivist learning approach;\\n\\t\\t  iii) The implementation and testing of these ideas in a\\n\\t\\t  real scenario, working with students at local schools. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf}\\n}\\n\\n\",\"author_short\":[\"Mitnik, R.\",\"Nussbaum, M.\",\"Soto, A.\"],\"key\":\"mitnik:etal:2008\",\"id\":\"mitnik:etal:2008\",\"bibbaseid\":\"mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Mitnik\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Recabarren\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Nussbaum\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Collaborative Robotic Instruction: A Graph Teaching Experience\",\"journal\":\"Computers and Education\",\"volume\":\"53\",\"number\":\"2\",\"pages\":\"330-342\",\"year\":\"2009\",\"abstract\":\"Graphing is a key skill in the study of Physics. Drawing and interpreting graphs play a key role in the understanding of science, while the lack of these has proved to be a handicap and a limiting factor in the learning of scientific concepts. It has been observed that despite the amount of previous graph-work- ing experience, students of all ages experience a series of difficulties when trying to comprehend graphs or when trying to relate them with physical concepts such as position, velocity and acceleration. Several computational tools have risen to improve the students’ understanding of kinematical graphs; however, these approaches fail to develop graph construction skills. On the other hand, Robots have opened new opportunities in learning. Nevertheless, most of their educational applications focus on Robotics related subjects, such as robot programming, robot construction, and artificial intelligence. This paper describes a robotic activity based on face-to-face computer supported collaborative learning. By means of a set of handhelds and a robot wirelessly interconnected, the aim of the activity is to develop graph construction and graph interpretation skills while also reinforcing kinematics concepts. Results show that students using the robotic activity achieve a significant increase in their graph interpreting skills. Moreover, when compared with a similar computer-simulated activity, it proved to be almost twice as effective. Finally, the robotic application proved to be a highly motivating activity for the students, fostering collaboration among them.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;-Education.pdf\",\"bibtex\":\"@Article{\\t  mitnik:etal:2009,\\n  author\\t= {R. Mitnik and M. Recabarren and M. Nussbaum and A. Soto},\\n  title\\t\\t= {Collaborative Robotic Instruction: A Graph Teaching\\n\\t\\t  Experience},\\n  journal\\t= {Computers and Education},\\n  volume\\t= {53},\\n  number\\t= {2},\\n  pages\\t\\t= {330-342},\\n  year\\t\\t= {2009},\\n  abstract\\t= {Graphing is a key skill in the study of Physics. Drawing\\n\\t\\t  and interpreting graphs play a key role in the\\n\\t\\t  understanding of science, while the lack of these has\\n\\t\\t  proved to be a handicap and a limiting factor in the\\n\\t\\t  learning of scientific concepts. It has been observed that\\n\\t\\t  despite the amount of previous graph-work- ing experience,\\n\\t\\t  students of all ages experience a series of difficulties\\n\\t\\t  when trying to comprehend graphs or when trying to relate\\n\\t\\t  them with physical concepts such as position, velocity and\\n\\t\\t  acceleration. Several computational tools have risen to\\n\\t\\t  improve the students’ understanding of kinematical\\n\\t\\t  graphs; however, these approaches fail to develop graph\\n\\t\\t  construction skills. On the other hand, Robots have opened\\n\\t\\t  new opportunities in learning. Nevertheless, most of their\\n\\t\\t  educational applications focus on Robotics related\\n\\t\\t  subjects, such as robot programming, robot construction,\\n\\t\\t  and artificial intelligence. This paper describes a robotic\\n\\t\\t  activity based on face-to-face computer supported\\n\\t\\t  collaborative learning. By means of a set of handhelds and\\n\\t\\t  a robot wirelessly interconnected, the aim of the activity\\n\\t\\t  is to develop graph construction and graph interpretation\\n\\t\\t  skills while also reinforcing kinematics concepts. Results\\n\\t\\t  show that students using the robotic activity achieve a\\n\\t\\t  significant increase in their graph interpreting skills.\\n\\t\\t  Moreover, when compared with a similar computer-simulated\\n\\t\\t  activity, it proved to be almost twice as effective.\\n\\t\\t  Finally, the robotic application proved to be a highly\\n\\t\\t  motivating activity for the students, fostering\\n\\t\\t  collaboration among them.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;-Education.pdf}\\n}\\n\\n\",\"author_short\":[\"Mitnik, R.\",\"Recabarren, M.\",\"Nussbaum, M.\",\"Soto, A.\"],\"key\":\"mitnik:etal:2009\",\"id\":\"mitnik:etal:2009\",\"bibbaseid\":\"mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;-Education.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Mitnik\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Nussbaum\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Mobile Robotic Supported Collaborative Learning (MRSCL)\",\"booktitle\":\"Advances in Artificial Intelligence, Iberamia-04, LNAI 3315\",\"pages\":\"912-921\",\"year\":\"2004\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  mitnik:nussbaum:soto:2004,\\n  author\\t= {R. Mitnik and M. Nussbaum and A. Soto},\\n  title\\t\\t= {Mobile Robotic Supported Collaborative Learning (MRSCL)},\\n  booktitle\\t= {Advances in Artificial Intelligence, Iberamia-04, LNAI\\n\\t\\t  3315},\\n  pages\\t\\t= {912-921},\\n  year\\t\\t= {2004},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Mitnik, R.\",\"Nussbaum, M.\",\"Soto, A.\"],\"key\":\"mitnik:nussbaum:soto:2004\",\"id\":\"mitnik:nussbaum:soto:2004\",\"bibbaseid\":\"mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Montabone\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Human Detection Using a Mobile Platform and Novel Features Derived From a Visual Saliency Mechanism\",\"journal\":\"Image and Vision Computing\",\"volume\":\"28\",\"number\":\"3\",\"pages\":\"391-402\",\"year\":\"2010\",\"abstract\":\"Human detection is a key ability to an increasing number of applications that operates in human inhab- ited environments or needs to interact with a human user. Currently, most successful approaches to human detection are based on background substraction techniques that apply only to the case of static cameras or cameras with highly constrained motions. Furthermore, many applications rely on features derived from specific human poses, such as systems based on features derived from the human face which is only visible when a person is facing the detecting camera. In this work, we present a new com- puter vision algorithm designed to operate with moving cameras and to detect humans in different poses under partial or complete view of the human body. We follow a standard pattern recognition approach based on four main steps: (i) preprocessing to achieve color constancy and stereo pair calibration, (ii) seg- mentation using depth continuity information, (iii) feature extraction based on visual saliency, and (iv) classification using a neural network. The main novelty of our approach lies in the feature extraction step, where we propose novel features derived from a visual saliency mechanism. In contrast to previous works, we do not use a pyramidal decomposition to run the saliency algorithm, but we implement this at the original image resolution using the so-called integral image. Our results indicate that our method: (i) outperforms state-of-the-art techniques for human detection based on face detectors, (ii) outperforms state-of-the-art techniques for complete human body detection based on different set of visual features, and (iii) operates in real time onboard a mobile platform, such as a mobile robot (15 fps). \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf\",\"bibtex\":\"@Article{\\t  montabone:etal:2010,\\n  author\\t= {S. Montabone and A. Soto},\\n  title\\t\\t= {Human Detection Using a Mobile Platform and Novel Features\\n\\t\\t  Derived From a Visual Saliency Mechanism},\\n  journal\\t= {Image and Vision Computing},\\n  volume\\t= {28},\\n  number\\t= {3},\\n  pages\\t\\t= {391-402},\\n  year\\t\\t= {2010},\\n  abstract\\t= {Human detection is a key ability to an increasing number\\n\\t\\t  of applications that operates in human inhab- ited\\n\\t\\t  environments or needs to interact with a human user.\\n\\t\\t  Currently, most successful approaches to human detection\\n\\t\\t  are based on background substraction techniques that apply\\n\\t\\t  only to the case of static cameras or cameras with highly\\n\\t\\t  constrained motions. Furthermore, many applications rely on\\n\\t\\t  features derived from specific human poses, such as systems\\n\\t\\t  based on features derived from the human face which is only\\n\\t\\t  visible when a person is facing the detecting camera. In\\n\\t\\t  this work, we present a new com- puter vision algorithm\\n\\t\\t  designed to operate with moving cameras and to detect\\n\\t\\t  humans in different poses under partial or complete view of\\n\\t\\t  the human body. We follow a standard pattern recognition\\n\\t\\t  approach based on four main steps: (i) preprocessing to\\n\\t\\t  achieve color constancy and stereo pair calibration, (ii)\\n\\t\\t  seg- mentation using depth continuity information, (iii)\\n\\t\\t  feature extraction based on visual saliency, and (iv)\\n\\t\\t  classification using a neural network. The main novelty of\\n\\t\\t  our approach lies in the feature extraction step, where we\\n\\t\\t  propose novel features derived from a visual saliency\\n\\t\\t  mechanism. In contrast to previous works, we do not use a\\n\\t\\t  pyramidal decomposition to run the saliency algorithm, but\\n\\t\\t  we implement this at the original image resolution using\\n\\t\\t  the so-called integral image. Our results indicate that our\\n\\t\\t  method: (i) outperforms state-of-the-art techniques for\\n\\t\\t  human detection based on face detectors, (ii) outperforms\\n\\t\\t  state-of-the-art techniques for complete human body\\n\\t\\t  detection based on different set of visual features, and\\n\\t\\t  (iii) operates in real time onboard a mobile platform, such\\n\\t\\t  as a mobile robot (15 fps). },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf}\\n}\\n\\n\",\"author_short\":[\"Montabone, S.\",\"Soto, A.\"],\"key\":\"montabone:etal:2010\",\"id\":\"montabone:etal:2010\",\"bibbaseid\":\"montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Andjelkovic\"],\"firstnames\":[\"Ivana\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"O'Donovan\"],\"firstnames\":[\"John\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the UMAP Conference\",\"keywords\":\"recommender systems, emotion, music recommendation\",\"location\":\"Halifax, Canada\",\"publisher\":\"ACM\",\"title\":\"Moodplay: Interactive Mood-based Music Discovery andRecommendation\",\"year\":\"2016\",\"url\":\"http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf\",\"bibtex\":\"@InProceedings{\\t  moodplay2016,\\n  author\\t= {Andjelkovic, Ivana and Parra, Denis and O'Donovan, John},\\n  booktitle\\t= {Proceedings of the UMAP Conference},\\n  keywords\\t= {recommender systems, emotion, music recommendation},\\n  location\\t= {Halifax, Canada},\\n  publisher\\t= {ACM},\\n  title\\t\\t= {Moodplay: Interactive Mood-based Music Discovery\\n\\t\\t  andRecommendation},\\n  year\\t\\t= {2016},\\n  url\\t\\t= {http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf}\\n}\\n\\n\",\"author_short\":[\"Andjelkovic, I.\",\"Parra, D.\",\"O'Donovan, J.\"],\"key\":\"moodplay2016\",\"id\":\"moodplay2016\",\"bibbaseid\":\"andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf\"},\"keyword\":[\"recommender systems\",\"emotion\",\"music recommendation\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Nourbakhsh\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Bobenage\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Grange\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Lutz\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Meyer\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"An Effective Mobile Robot Educator with a Full-Time Job\",\"journal\":\"Artificial Intelligence\",\"volume\":\"114\",\"number\":\"1-2\",\"pages\":\"95-124\",\"year\":\"1999\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@Article{\\t  nourbakhsh:etal:1999,\\n  author\\t= {I. Nourbakhsh and J. Bobenage and S. Grange and R. Lutz\\n\\t\\t  and R. Meyer and A. Soto},\\n  title\\t\\t= {An Effective Mobile Robot Educator with a Full-Time Job},\\n  journal\\t= {Artificial Intelligence},\\n  volume\\t= {114},\\n  number\\t= {1-2},\\n  pages\\t\\t= {95-124},\\n  year\\t\\t= {1999},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Nourbakhsh, I.\",\"Bobenage, J.\",\"Grange, S.\",\"Lutz, R.\",\"Meyer, R.\",\"Soto, A.\"],\"key\":\"nourbakhsh:etal:1999\",\"id\":\"nourbakhsh:etal:1999\",\"bibbaseid\":\"nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Linking information and people in a social system for academic conferences\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Oh\"],\"firstnames\":[\"Jung\",\"Sun\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lopez\"],\"firstnames\":[\"Claudia\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Jeng\"],\"firstnames\":[\"Wei\"],\"suffixes\":[]}],\"journal\":\"New Review of Hypertext and Hypermedia (in press)\",\"year\":\"2016\",\"publisher\":\"Taylor and Francis\",\"bibtex\":\"@Article{\\t  oh2016nrhh,\\n  title\\t\\t= {Linking information and people in a social system for\\n\\t\\t  academic conferences},\\n  author\\t= {Brusilovsky, Peter and Oh, Jung Sun and Lopez, Claudia and\\n\\t\\t  Parra, Denis and Jeng, Wei},\\n  journal\\t= {New Review of Hypertext and Hypermedia (in press)},\\n  year\\t\\t= {2016},\\n  publisher\\t= {Taylor and Francis}\\n}\\n\\n\",\"author_short\":[\"Brusilovsky, P.\",\"Oh, J. S.\",\"Lopez, C.\",\"Parra, D.\",\"Jeng, W.\"],\"key\":\"oh2016nrhh\",\"id\":\"oh2016nrhh\",\"bibbaseid\":\"brusilovsky-oh-lopez-parra-jeng-linkinginformationandpeopleinasocialsystemforacademicconferences-2016\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the third ACM conference on Recommender systems\",\"organization\":\"ACM\",\"pages\":\"237–240\",\"title\":\"Collaborative filtering for social tagging systems: an experiment with CiteULike\",\"year\":\"2009\",\"bibtex\":\"@InProceedings{\\t  parra2009collaborative,\\n  author\\t= {Parra, Denis and Brusilovsky, Peter},\\n  booktitle\\t= {Proceedings of the third ACM conference on Recommender\\n\\t\\t  systems},\\n  organization\\t= {ACM},\\n  pages\\t\\t= {237--240},\\n  title\\t\\t= {Collaborative filtering for social tagging systems: an\\n\\t\\t  experiment with CiteULike},\\n  year\\t\\t= {2009}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"parra2009collaborative\",\"id\":\"parra2009collaborative\",\"bibbaseid\":\"parra-brusilovsky-collaborativefilteringforsocialtaggingsystemsanexperimentwithciteulike-2009\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"journal\":\"Workshop: Web 3.0 Merging Semantic Web and Social Web at HyperText'09, 3-6\",\"title\":\"Evaluation of Collaborative Filtering Algorithms for Recommending Articles on CiteULike\",\"volume\":\"3\",\"year\":\"2009\",\"bibtex\":\"@InProceedings{\\t  parra2009evaluation,\\n  author\\t= {Parra, Denis and Brusilovsky, Peter},\\n  journal\\t= {Workshop: Web 3.0 Merging Semantic Web and Social Web at\\n\\t\\t  HyperText'09, 3-6},\\n  title\\t\\t= {Evaluation of Collaborative Filtering Algorithms for\\n\\t\\t  Recommending Articles on CiteULike},\\n  volume\\t= {3},\\n  year\\t\\t= {2009}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"parra2009evaluation\",\"id\":\"parra2009evaluation\",\"bibbaseid\":\"parra-brusilovsky-evaluationofcollaborativefilteringalgorithmsforrecommendingarticlesonciteulike-2009\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra-Santander\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"booktitle\":\"Web Intelligence and Intelligent Agent Technology (WI-IAT), 2010 IEEE/WIC/ACM International Conference on\",\"organization\":\"IEEE\",\"pages\":\"136–142\",\"title\":\"Improving Collaborative Filtering in Social Tagging Systems for the Recommendation of Scientific Articles\",\"volume\":\"1\",\"year\":\"2010\",\"bibtex\":\"@InProceedings{\\t  parra2010improving,\\n  author\\t= {Parra-Santander, Denis and Brusilovsky, Peter},\\n  booktitle\\t= {Web Intelligence and Intelligent Agent Technology\\n\\t\\t  (WI-IAT), 2010 IEEE/WIC/ACM International Conference on},\\n  organization\\t= {IEEE},\\n  pages\\t\\t= {136--142},\\n  title\\t\\t= {Improving Collaborative Filtering in Social Tagging\\n\\t\\t  Systems for the Recommendation of Scientific Articles},\\n  volume\\t= {1},\\n  year\\t\\t= {2010}\\n}\\n\\n\",\"author_short\":[\"Parra-Santander, D.\",\"Brusilovsky, P.\"],\"key\":\"parra2010improving\",\"id\":\"parra2010improving\",\"bibbaseid\":\"parrasantander-brusilovsky-improvingcollaborativefilteringinsocialtaggingsystemsfortherecommendationofscientificarticles-2010\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Karatzoglou\"],\"firstnames\":[\"Alexandros\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Amatriain\"],\"firstnames\":[\"Xavier\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Yavuz\"],\"firstnames\":[\"Idil\"],\"suffixes\":[]}],\"title\":\"Implicit Feedback Recommendation via Implicit-to-Explicit Ordinal Logistic Regression Mapping\",\"year\":\"2011\",\"bibtex\":\"@InProceedings{\\t  parra2011implicit,\\n  author\\t= {Parra, Denis and Karatzoglou, Alexandros and Amatriain,\\n\\t\\t  Xavier and Yavuz, Idil},\\n  title\\t\\t= {Implicit Feedback Recommendation via Implicit-to-Explicit\\n\\t\\t  Ordinal Logistic Regression Mapping},\\n  year\\t\\t= {2011}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Karatzoglou, A.\",\"Amatriain, X.\",\"Yavuz, I.\"],\"key\":\"parra2011implicit\",\"id\":\"parra2011implicit\",\"bibbaseid\":\"parra-karatzoglou-amatriain-yavuz-implicitfeedbackrecommendationviaimplicittoexplicitordinallogisticregressionmapping-2011\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Amatriain\"],\"firstnames\":[\"Xavier\"],\"suffixes\":[]}],\"journal\":\"User Modeling, Adaption and Personalization\",\"pages\":\"255–268\",\"publisher\":\"Springer Berlin/Heidelberg\",\"title\":\"Walk the Talk: analyzing the relation between implicit and explicit feedback for preference elicitation\",\"year\":\"2011\",\"bibtex\":\"@InProceedings{\\t  parra2011walk,\\n  author\\t= {Parra, Denis and Amatriain, Xavier},\\n  journal\\t= {User Modeling, Adaption and Personalization},\\n  pages\\t\\t= {255--268},\\n  publisher\\t= {Springer Berlin/Heidelberg},\\n  title\\t\\t= {Walk the Talk: analyzing the relation between implicit and\\n\\t\\t  explicit feedback for preference elicitation},\\n  year\\t\\t= {2011}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Amatriain, X.\"],\"key\":\"parra2011walk\",\"id\":\"parra2011walk\",\"bibbaseid\":\"parra-amatriain-walkthetalkanalyzingtherelationbetweenimplicitandexplicitfeedbackforpreferenceelicitation-2011\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"booktitle\":\"Sixth ACM conference on Recommender systems (RecSys '12)\",\"title\":\"Beyond Lists: Studying the Effect of Different Recommendation Visualizations\",\"year\":\"2012\",\"bibtex\":\"@InProceedings{\\t  parra2012beyond,\\n  author\\t= {Parra, Denis},\\n  booktitle\\t= {Sixth ACM conference on Recommender systems (RecSys '12)},\\n  title\\t\\t= {Beyond Lists: Studying the Effect of Different\\n\\t\\t  Recommendation Visualizations},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\"],\"key\":\"parra2012beyond\",\"id\":\"parra2012beyond\",\"bibbaseid\":\"parra-beyondlistsstudyingtheeffectofdifferentrecommendationvisualizations-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Jeng\"],\"firstnames\":[\"Wei\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"López\"],\"firstnames\":[\"Claudia\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Sahebi\"],\"firstnames\":[\"Shaghayegh\"],\"suffixes\":[]}],\"title\":\"Conference Navigator 3: An Online Social Conference Support System\",\"year\":\"2012\",\"bibtex\":\"@InProceedings{\\t  parra2012conference,\\n  author\\t= {Parra, Denis and Jeng, Wei and Brusilovsky, Peter and\\n\\t\\t  L{\\\\'o}pez, Claudia and Sahebi, Shaghayegh},\\n  title\\t\\t= {Conference Navigator 3: An Online Social Conference\\n\\t\\t  Support System},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Jeng, W.\",\"Brusilovsky, P.\",\"López, C.\",\"Sahebi, S.\"],\"key\":\"parra2012conference\",\"id\":\"parra2012conference\",\"bibbaseid\":\"parra-jeng-brusilovsky-lpez-sahebi-conferencenavigator3anonlinesocialconferencesupportsystem-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"incollection\",\"type\":\"incollection\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Sahebi\"],\"firstnames\":[\"Shaghayegh\"],\"suffixes\":[]}],\"booktitle\":\"Advanced Techniques in Web Intelligence-2\",\"pages\":\"149–175\",\"publisher\":\"Springer Berlin/Heidelberg\",\"title\":\"Recommender Systems: Sources of Knowledge and Evaluation Metrics\",\"year\":\"2012\",\"bibtex\":\"@InCollection{\\t  parra2012recommender,\\n  author\\t= {Parra, Denis and Sahebi, Shaghayegh},\\n  booktitle\\t= {Advanced Techniques in Web Intelligence-2},\\n  pages\\t\\t= {149--175},\\n  publisher\\t= {Springer Berlin/Heidelberg},\\n  title\\t\\t= {Recommender Systems: Sources of Knowledge and Evaluation\\n\\t\\t  Metrics},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Sahebi, S.\"],\"key\":\"parra2012recommender\",\"id\":\"parra2012recommender\",\"bibbaseid\":\"parra-sahebi-recommendersystemssourcesofknowledgeandevaluationmetrics-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 2013 Chilean Conference on Human-Computer Interaction\",\"organization\":\"ACM\",\"pages\":\"56–59\",\"title\":\"A field study of a visual controllable talk recommender\",\"year\":\"2013\",\"bibtex\":\"@InProceedings{\\t  parra2013field,\\n  author\\t= {Parra, Denis and Brusilovsky, Peter},\\n  booktitle\\t= {Proceedings of the 2013 Chilean Conference on\\n\\t\\t  Human-Computer Interaction},\\n  organization\\t= {ACM},\\n  pages\\t\\t= {56--59},\\n  title\\t\\t= {A field study of a visual controllable talk recommender},\\n  year\\t\\t= {2013}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"parra2013field\",\"id\":\"parra2013field\",\"bibbaseid\":\"parra-brusilovsky-afieldstudyofavisualcontrollabletalkrecommender-2013\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"phdthesis\",\"type\":\"phdthesis\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"school\":\"University of Pittsburgh\",\"title\":\"USER CONTROLLABILITY IN A HYBRID RECOMMENDER SYSTEM\",\"year\":\"2013\",\"bibtex\":\"@PhDThesis{\\t  parra2013user,\\n  author\\t= {Parra, Denis},\\n  school\\t= {University of Pittsburgh},\\n  title\\t\\t= {USER CONTROLLABILITY IN A HYBRID RECOMMENDER SYSTEM},\\n  year\\t\\t= {2013}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\"],\"key\":\"parra2013user\",\"id\":\"parra2013user\",\"bibbaseid\":\"parra-usercontrollabilityinahybridrecommendersystem-2013\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 19th international conference on Intelligent User Interfaces\",\"organization\":\"ACM\",\"pages\":\"235–240\",\"title\":\"See What You Want to See: Visual User-Driven Approach for Hybrid Recommendation\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf\",\"year\":\"2014\",\"bdsk-url-1\":\"http://web.ing.puc.cl/ dparra/pdfs/IUI2014Setfusion.pdf\",\"bibtex\":\"@InProceedings{\\t  parra2014see,\\n  author\\t= {Parra, Denis and Brusilovsky, Peter and Trattner,\\n\\t\\t  Christoph},\\n  booktitle\\t= {Proceedings of the 19th international conference on\\n\\t\\t  Intelligent User Interfaces},\\n  organization\\t= {ACM},\\n  pages\\t\\t= {235--240},\\n  title\\t\\t= {See What You Want to See: Visual User-Driven Approach for\\n\\t\\t  Hybrid Recommendation},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf},\\n  year\\t\\t= {2014},\\n  bdsk-url-1\\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Brusilovsky, P.\",\"Trattner, C.\"],\"key\":\"parra2014see\",\"id\":\"parra2014see\",\"bibbaseid\":\"parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":7,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Pena-Araya\"],\"firstnames\":[\"Vanessa\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Quezada\"],\"firstnames\":[\"Mauricio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Poblete\"],\"firstnames\":[\"Barbara\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Gaining historical and international relations insights from social media: spatio-temporal real-world news analysis using Twitter\",\"journal\":\"EPJ Data Science\",\"year\":\"2017\",\"issn\":\"2193-1127\",\"doi\":\"10.1140/epjds/s13688-017-0122-8\",\"url\":\"https://doi.org/10.1140/epjds/s13688-017-0122-8\",\"bibtex\":\"@Article{\\t  pena-araya2017,\\n  author\\t= {Pena-Araya, Vanessa and Quezada, Mauricio and Poblete,\\n\\t\\t  Barbara and Parra, Denis},\\n  title\\t\\t= {Gaining historical and international relations insights\\n\\t\\t  from social media: spatio-temporal real-world news analysis\\n\\t\\t  using Twitter},\\n  journal\\t= {EPJ Data Science},\\n  year\\t\\t= {2017},\\n  issn\\t\\t= {2193-1127},\\n  doi\\t\\t= {10.1140/epjds/s13688-017-0122-8},\\n  url\\t\\t= {https://doi.org/10.1140/epjds/s13688-017-0122-8}\\n}\\n\\n\",\"author_short\":[\"Pena-Araya, V.\",\"Quezada, M.\",\"Poblete, B.\",\"Parra, D.\"],\"key\":\"pena-araya2017\",\"id\":\"pena-araya2017\",\"bibbaseid\":\"penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1140/epjds/s13688-017-0122-8\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Mixing Hierarchical Contexts for Object Recognition\",\"booktitle\":\"CIARP\",\"year\":\"2011\",\"abstract\":\"Robust category-level object recognition is currently a major goal for the Computer Vision community. Intra-class and pose variations, as well as, background clutter and partial occlusions are some of the main difficulties to achieve this goal. Contextual information in the form of ob- ject co-ocurrences and spatial contraints has been successfully applied to reduce the inherent uncertainty of the visual world. Recently, Choi et al. [5] propose the use of a tree-structured graphical model to capture contextual relations among objects. Under this model there is only one possible fixed contextual relation among subsets of objects. In this work we extent Choi et al. approach by using a mixture model to consider the case that contextual relations among objects depend on scene type. Our experiments highlight the advantages of our proposal, showing that the adaptive specialization of contextual relations improves object recogni- tion and object detection performances. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf\",\"bibtex\":\"@InProceedings{\\t  peralta:etal:2011,\\n  author\\t= {B. Peralta and A. Soto},\\n  title\\t\\t= {Mixing Hierarchical Contexts for Object Recognition},\\n  booktitle\\t= {{CIARP}},\\n  year\\t\\t= {2011},\\n  abstract\\t= {Robust category-level object recognition is currently a\\n\\t\\t  major goal for the Computer Vision community. Intra-class\\n\\t\\t  and pose variations, as well as, background clutter and\\n\\t\\t  partial occlusions are some of the main difficulties to\\n\\t\\t  achieve this goal. Contextual information in the form of\\n\\t\\t  ob- ject co-ocurrences and spatial contraints has been\\n\\t\\t  successfully applied to reduce the inherent uncertainty of\\n\\t\\t  the visual world. Recently, Choi et al. [5] propose the use\\n\\t\\t  of a tree-structured graphical model to capture contextual\\n\\t\\t  relations among objects. Under this model there is only one\\n\\t\\t  possible fixed contextual relation among subsets of\\n\\t\\t  objects. In this work we extent Choi et al. approach by\\n\\t\\t  using a mixture model to consider the case that contextual\\n\\t\\t  relations among objects depend on scene type. Our\\n\\t\\t  experiments highlight the advantages of our proposal,\\n\\t\\t  showing that the adaptive specialization of contextual\\n\\t\\t  relations improves object recogni- tion and object\\n\\t\\t  detection performances. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Soto, A.\"],\"key\":\"peralta:etal:2011\",\"id\":\"peralta:etal:2011\",\"bibbaseid\":\"peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Adaptive hierarchical contexts for object recognition with conditional mixture of trees\",\"booktitle\":\"BMVC\",\"year\":\"2012\",\"abstract\":\"Robust category-level object recognition is currently a major goal for the computer vision community. Intra-class and pose variations, as well as, background clutter and partial occlusions are some of the main difficulties to achieve this goal. Contextual in- formation, in the form of object co-occurrences and spatial constraints, has been suc- cessfully applied to improve object recognition performance, however, previous work considers only fixed contextual relations that do not depend of the type of scene under inspection. In this work, we present a method that learns adaptive conditional relation- ships that depend on the type of scene being analyzed. In particular, we propose a model based on a conditional mixture of trees that is able to capture contextual relationships among objects using global information about a scene. Our experiments show that the adaptive specialization of contextual relationships improves object recognition accuracy outperforming previous state-of-the-art approaches. \",\"url\":\"FinalBMVC-12.pdf\",\"bibtex\":\"@InProceedings{\\t  peralta:etal:2012,\\n  author\\t= {B. Peralta and P. Espinace and A. Soto},\\n  title\\t\\t= {Adaptive hierarchical contexts for object recognition with\\n\\t\\t  conditional mixture of trees},\\n  booktitle\\t= {{BMVC}},\\n  year\\t\\t= {2012},\\n  abstract\\t= {Robust category-level object recognition is currently a\\n\\t\\t  major goal for the computer vision community. Intra-class\\n\\t\\t  and pose variations, as well as, background clutter and\\n\\t\\t  partial occlusions are some of the main difficulties to\\n\\t\\t  achieve this goal. Contextual in- formation, in the form of\\n\\t\\t  object co-occurrences and spatial constraints, has been\\n\\t\\t  suc- cessfully applied to improve object recognition\\n\\t\\t  performance, however, previous work considers only fixed\\n\\t\\t  contextual relations that do not depend of the type of\\n\\t\\t  scene under inspection. In this work, we present a method\\n\\t\\t  that learns adaptive conditional relation- ships that\\n\\t\\t  depend on the type of scene being analyzed. In particular,\\n\\t\\t  we propose a model based on a conditional mixture of trees\\n\\t\\t  that is able to capture contextual relationships among\\n\\t\\t  objects using global information about a scene. Our\\n\\t\\t  experiments show that the adaptive specialization of\\n\\t\\t  contextual relationships improves object recognition\\n\\t\\t  accuracy outperforming previous state-of-the-art\\n\\t\\t  approaches. },\\n  url\\t\\t= {FinalBMVC-12.pdf}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Espinace, P.\",\"Soto, A.\"],\"key\":\"peralta:etal:2012\",\"id\":\"peralta:etal:2012\",\"bibbaseid\":\"peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/FinalBMVC-12.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Enhancing K-Means Using Class Labels\",\"journal\":\"Intelligent Data Analysis (IDA)\",\"volume\":\"17\",\"number\":\"6\",\"pages\":\"1023-1039\",\"year\":\"2013\",\"abstract\":\"Clustering is a relevant problem in machine learning where the main goal is to locate meaningful partitions of unlabeled data. In the case of labeled data, a related problem is supervised clustering, where the objective is to locate class- uniform clusters. Most current approaches to supervised clustering optimize a score related to cluster purity with respect to class labels. In particular, we present Labeled K-Means (LK-Means), an algorithm for supervised clustering based on a variant of K-Means that incorporates information about class labels. LK-Means replaces the classical cost function of K-Means by a convex combination of the joint cost associated to: (i) A discriminative score based on class labels, and (ii) A generative score based on a traditional metric for unsupervised clustering. We test the performance of LK-Means using standard real datasets and an application for object recognition. Moreover, we also compare its performance against classical K-Means and a popular K-Medoids-based supervised clustering method. Our experiments show that, in most cases, LK-Means outperforms the alternative techniques by a considerable margin. Furthermore, LK-Means presents execution times considerably lower than the alternative supervised clustering method under evaluation. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf\",\"bibtex\":\"@Article{\\t  peralta:etal:2013,\\n  author\\t= {B. Peralta and P. Espinace and A. Soto},\\n  title\\t\\t= {Enhancing K-Means Using Class Labels},\\n  journal\\t= {Intelligent Data Analysis (IDA)},\\n  volume\\t= {17},\\n  number\\t= {6},\\n  pages\\t\\t= {1023-1039},\\n  year\\t\\t= {2013},\\n  abstract\\t= {Clustering is a relevant problem in machine learning where\\n\\t\\t  the main goal is to locate meaningful partitions of\\n\\t\\t  unlabeled data. In the case of labeled data, a related\\n\\t\\t  problem is supervised clustering, where the objective is to\\n\\t\\t  locate class- uniform clusters. Most current approaches to\\n\\t\\t  supervised clustering optimize a score related to cluster\\n\\t\\t  purity with respect to class labels. In particular, we\\n\\t\\t  present Labeled K-Means (LK-Means), an algorithm for\\n\\t\\t  supervised clustering based on a variant of K-Means that\\n\\t\\t  incorporates information about class labels. LK-Means\\n\\t\\t  replaces the classical cost function of K-Means by a convex\\n\\t\\t  combination of the joint cost associated to: (i) A\\n\\t\\t  discriminative score based on class labels, and (ii) A\\n\\t\\t  generative score based on a traditional metric for\\n\\t\\t  unsupervised clustering. We test the performance of\\n\\t\\t  LK-Means using standard real datasets and an application\\n\\t\\t  for object recognition. Moreover, we also compare its\\n\\t\\t  performance against classical K-Means and a popular\\n\\t\\t  K-Medoids-based supervised clustering method. Our\\n\\t\\t  experiments show that, in most cases, LK-Means outperforms\\n\\t\\t  the alternative techniques by a considerable margin.\\n\\t\\t  Furthermore, LK-Means presents execution times considerably\\n\\t\\t  lower than the alternative supervised clustering method\\n\\t\\t  under evaluation. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Espinace, P.\",\"Soto, A.\"],\"key\":\"peralta:etal:2013\",\"id\":\"peralta:etal:2013\",\"bibbaseid\":\"peralta-espinace-soto-enhancingkmeansusingclasslabels-2013\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":9,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Caro\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Proposal for Supervised Clustering with Dirichlet Process Using Labels\",\"journal\":\"Pattern Recognition Letters\",\"volume\":\"80\",\"pages\":\"52-57\",\"year\":\"2016\",\"abstract\":\"Supervised clustering is an emerging area of machine learning, where the goal is to find class-uniform clusters. However, typical state-of-the-art algorithms use a fixed number of clusters. In this work, we propose a variation of a non-parametric Bayesian modeling for supervised clustering. Our approach consists of modeling the clusters as a mixture of Gaussians with the constraint of encouraging clusters of points with the same label. In order to estimate the number of clusters, we assume a-priori a countably infinite number of clusters using a variation of Dirichlet Process model over the prior distribution. In our experiments, we show that our technique typically outperforms the results of other clustering techniques.\",\"url\":\"http://www.sciencedirect.com/science/article/pii/S0167865516300976\",\"bibtex\":\"@Article{\\t  peralta:etal:2016,\\n  author\\t= {B. Peralta and A. Caro and A. Soto},\\n  title\\t\\t= {A Proposal for Supervised Clustering with Dirichlet\\n\\t\\t  Process Using Labels},\\n  journal\\t= {Pattern Recognition Letters},\\n  volume\\t= {80},\\n  pages\\t\\t= {52-57},\\n  year\\t\\t= {2016},\\n  abstract\\t= {Supervised clustering is an emerging area of machine\\n\\t\\t  learning, where the goal is to find class-uniform clusters.\\n\\t\\t  However, typical state-of-the-art algorithms use a fixed\\n\\t\\t  number of clusters. In this work, we propose a variation of\\n\\t\\t  a non-parametric Bayesian modeling for supervised\\n\\t\\t  clustering. Our approach consists of modeling the clusters\\n\\t\\t  as a mixture of Gaussians with the constraint of\\n\\t\\t  encouraging clusters of points with the same label. In\\n\\t\\t  order to estimate the number of clusters, we assume\\n\\t\\t  a-priori a countably infinite number of clusters using a\\n\\t\\t  variation of Dirichlet Process model over the prior\\n\\t\\t  distribution. In our experiments, we show that our\\n\\t\\t  technique typically outperforms the results of other\\n\\t\\t  clustering techniques.},\\n  url\\t\\t= {http://www.sciencedirect.com/science/article/pii/S0167865516300976}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Caro, A.\",\"Soto, A.\"],\"key\":\"peralta:etal:2016\",\"id\":\"peralta:etal:2016\",\"bibbaseid\":\"peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://www.sciencedirect.com/science/article/pii/S0167865516300976\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"L.\"],\"propositions\":[],\"lastnames\":[\"Caro\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Unsupervised Local Regressive Attributes for Pedestrian Re-Identification\",\"booktitle\":\"CIARP\",\"year\":\"2017\",\"abstract\":\".\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/\",\"bibtex\":\"@InProceedings{\\t  peralta:etal:2017,\\n  author\\t= {B. Peralta and L. Caro and A. Soto},\\n  title\\t\\t= {Unsupervised Local Regressive Attributes for Pedestrian\\n\\t\\t  Re-Identification},\\n  booktitle\\t= {{CIARP}},\\n  year\\t\\t= {2017},\\n  abstract\\t= {.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Caro, L.\",\"Soto, A.\"],\"key\":\"peralta:etal:2017\",\"id\":\"peralta:etal:2017\",\"bibbaseid\":\"peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"B.\",\"Peralta\"],\"firstnames\":[\"A.\",\"Saavedra\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"L.\",\"Caro\"],\"firstnames\":[\"A.\",\"Soto\"],\"suffixes\":[]}],\"title\":\"Mixture of Experts with Entropic Regularization for Data Classification\",\"journal\":\"Entropy\",\"volume\":\"21\",\"number\":\"2\",\"year\":\"2019\",\"abstract\":\"Today, there is growing interest in the automatic classification of a variety of tasks, such as weather forecasting, product recommendations, intrusion detection, and people recognition.“Mixture-of-experts” is a well-known classification technique; it is a probabilistic model consisting of local expert classifiers weighted by a gate network that is typically based on softmax functions, combined with learnable complex patterns in data. In this scheme, one data point is influenced by only one expert; as a result, the training process can be misguided in real datasets for which complex data need to be explained by multiple experts. In this work, we propose a variant of the regular mixture-of-experts model. In the proposed model, the cost classification is penalized by the Shannon entropy of the gating network in order to avoid a “winner-takes-all” output for the gating network. Experiments show the advantage of our approach using several real datasets, with improvements in mean accuracy of 3–6% in some datasets. In future work, we plan to embed feature selection into this model.\",\"url\":\"https://www.mdpi.com/1099-4300/21/2/190\",\"bibtex\":\"@Article{\\t  peralta:etal:2019,\\n  author\\t= {B. Peralta, A. Saavedra, L. Caro, A. Soto},\\n  title\\t\\t= {Mixture of Experts with Entropic Regularization for Data\\n\\t\\t  Classification},\\n  journal\\t= {Entropy},\\n  volume\\t= {21},\\n  number\\t= {2},\\n  year\\t\\t= {2019},\\n  abstract\\t= {Today, there is growing interest in the automatic\\n\\t\\t  classification of a variety of tasks, such as weather\\n\\t\\t  forecasting, product recommendations, intrusion detection,\\n\\t\\t  and people recognition.“Mixture-of-experts” is a\\n\\t\\t  well-known classification technique; it is a probabilistic\\n\\t\\t  model consisting of local expert classifiers weighted by a\\n\\t\\t  gate network that is typically based on softmax functions,\\n\\t\\t  combined with learnable complex patterns in data. In this\\n\\t\\t  scheme, one data point is influenced by only one expert; as\\n\\t\\t  a result, the training process can be misguided in real\\n\\t\\t  datasets for which complex data need to be explained by\\n\\t\\t  multiple experts. In this work, we propose a variant of the\\n\\t\\t  regular mixture-of-experts model. In the proposed model,\\n\\t\\t  the cost classification is penalized by the Shannon entropy\\n\\t\\t  of the gating network in order to avoid a\\n\\t\\t  “winner-takes-all” output for the gating network.\\n\\t\\t  Experiments show the advantage of our approach using\\n\\t\\t  several real datasets, with improvements in mean accuracy\\n\\t\\t  of 3–6\\\\% in some datasets. In future work, we plan to\\n\\t\\t  embed feature selection into this model.},\\n  url\\t\\t= {https://www.mdpi.com/1099-4300/21/2/190}\\n}\\n\\n\",\"author_short\":[\"B. Peralta, A. S.\",\"L. Caro, A. S.\"],\"key\":\"peralta:etal:2019\",\"id\":\"peralta:etal:2019\",\"bibbaseid\":\"bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://www.mdpi.com/1099-4300/21/2/190\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"B.\"],\"propositions\":[],\"lastnames\":[\"Peralta\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Embedded local feature selection within mixture of experts\",\"journal\":\"Information Sciences\",\"volume\":\"269\",\"pages\":\"176-187\",\"year\":\"2014\",\"abstract\":\"A useful strategy to deal with complex classification scenarios is the divide and conquer approach. The mixture of experts (MoE) technique makes use of this strategy by jointly training a set of classifiers, or experts, that are specialized in different regions of the input space. A global model, or gate function, complements the experts by learning a function that weighs their relevance in different parts of the input space. Local feature selection appears as an attractive alternative to improve the specialization of experts and gate function, particularly, in the case of high dimensional data. In general, subsets of dimensions, or subspaces, are usually more appropriate to classify instances located in different regions of the input space. Accordingly, this work contributes with a regularized variant of MoE that incorporates an embedded process for local feature selection using L1-regularization. Experiments using artificial and real-world datasets provide evidence that the proposed method improves the classical MoE technique, in terms of accuracy and sparseness of the solution. Furthermore, our results indicate that the advantages of the proposed technique increase with the dimensionality of the data.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf\",\"bibtex\":\"@Article{\\t  peralta:soto:2014,\\n  author\\t= {B. Peralta and A. Soto},\\n  title\\t\\t= {Embedded local feature selection within mixture of\\n\\t\\t  experts},\\n  journal\\t= {Information Sciences},\\n  volume\\t= {269},\\n  pages\\t\\t= {176-187},\\n  year\\t\\t= {2014},\\n  abstract\\t= {A useful strategy to deal with complex classification\\n\\t\\t  scenarios is the divide and conquer approach. The mixture\\n\\t\\t  of experts (MoE) technique makes use of this strategy by\\n\\t\\t  jointly training a set of classifiers, or experts, that are\\n\\t\\t  specialized in different regions of the input space. A\\n\\t\\t  global model, or gate function, complements the experts by\\n\\t\\t  learning a function that weighs their relevance in\\n\\t\\t  different parts of the input space. Local feature selection\\n\\t\\t  appears as an attractive alternative to improve the\\n\\t\\t  specialization of experts and gate function, particularly,\\n\\t\\t  in the case of high dimensional data. In general, subsets\\n\\t\\t  of dimensions, or subspaces, are usually more appropriate\\n\\t\\t  to classify instances located in different regions of the\\n\\t\\t  input space. Accordingly, this work contributes with a\\n\\t\\t  regularized variant of MoE that incorporates an embedded\\n\\t\\t  process for local feature selection using\\n\\t\\t  L1-regularization. Experiments using artificial and\\n\\t\\t  real-world datasets provide evidence that the proposed\\n\\t\\t  method improves the classical MoE technique, in terms of\\n\\t\\t  accuracy and sparseness of the solution. Furthermore, our\\n\\t\\t  results indicate that the advantages of the proposed\\n\\t\\t  technique increase with the dimensionality of the data.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf}\\n}\\n\\n\",\"author_short\":[\"Peralta, B.\",\"Soto, A.\"],\"key\":\"peralta:soto:2014\",\"id\":\"peralta:soto:2014\",\"bibbaseid\":\"peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":9,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"K.\"],\"propositions\":[],\"lastnames\":[\"Pichara\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Araneda\"],\"suffixes\":[]}],\"title\":\"Detection of Anomalies in Large Datasets Using an Active Learning Scheme Based on Dirichlet Distributions\",\"booktitle\":\"Advances in Artificial Intelligence, Iberamia-08, LNCS 5290\",\"pages\":\"163-172\",\"year\":\"2008\",\"abstract\":\"Today, the detection of anomalous records is a highly valu- able application in the analysis of current huge datasets. In this paper we propose a new algorithm that, with the help of a human expert, effi- ciently explores a dataset with the goal of detecting relevant anomalous records. Under this scheme the computer selectively asks the expert for data labeling, looking for relevant semantic feedback in order to improve its knowledge about what characterizes a relevant anomaly. Our ratio- nale is that while computers can process huge amounts of low level data, an expert has high level semantic knowledge to efficiently lead the search. We build upon our previous work based on Bayesian networks that pro- vides an initial set of potential anomalies. In this paper, we augment this approach with an active learning scheme based on the clustering proper- ties of Dirichlet distributions. We test the performance of our algorithm using synthetic and real datasets. Our results indicate that, under noisy data and anomalies presenting regular patterns, our approach signifi- cantly reduces the rate of false positives, while decreasing the time to reach the relevant anomalies. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf\",\"bibtex\":\"@InProceedings{\\t  pichara:etal:2008,\\n  author\\t= {K. Pichara and A. Soto and A. Araneda},\\n  title\\t\\t= {Detection of Anomalies in Large Datasets Using an Active\\n\\t\\t  Learning Scheme Based on Dirichlet Distributions},\\n  booktitle\\t= {Advances in Artificial Intelligence, Iberamia-08, LNCS\\n\\t\\t  5290},\\n  pages\\t\\t= {163-172},\\n  year\\t\\t= {2008},\\n  abstract\\t= {Today, the detection of anomalous records is a highly\\n\\t\\t  valu- able application in the analysis of current huge\\n\\t\\t  datasets. In this paper we propose a new algorithm that,\\n\\t\\t  with the help of a human expert, effi- ciently explores a\\n\\t\\t  dataset with the goal of detecting relevant anomalous\\n\\t\\t  records. Under this scheme the computer selectively asks\\n\\t\\t  the expert for data labeling, looking for relevant semantic\\n\\t\\t  feedback in order to improve its knowledge about what\\n\\t\\t  characterizes a relevant anomaly. Our ratio- nale is that\\n\\t\\t  while computers can process huge amounts of low level data,\\n\\t\\t  an expert has high level semantic knowledge to efficiently\\n\\t\\t  lead the search. We build upon our previous work based on\\n\\t\\t  Bayesian networks that pro- vides an initial set of\\n\\t\\t  potential anomalies. In this paper, we augment this\\n\\t\\t  approach with an active learning scheme based on the\\n\\t\\t  clustering proper- ties of Dirichlet distributions. We test\\n\\t\\t  the performance of our algorithm using synthetic and real\\n\\t\\t  datasets. Our results indicate that, under noisy data and\\n\\t\\t  anomalies presenting regular patterns, our approach\\n\\t\\t  signifi- cantly reduces the rate of false positives, while\\n\\t\\t  decreasing the time to reach the relevant anomalies. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf}\\n}\\n\\n\",\"author_short\":[\"Pichara, K.\",\"Soto, A.\",\"Araneda, A.\"],\"key\":\"pichara:etal:2008\",\"id\":\"pichara:etal:2008\",\"bibbaseid\":\"pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"K.\"],\"propositions\":[],\"lastnames\":[\"Pichara\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Active Learning and Subspace Clustering for Anomaly Detection\",\"journal\":\"Intelligent Data Analysis (IDA)\",\"volume\":\"15\",\"number\":\"2\",\"pages\":\"151-171\",\"year\":\"2011\",\"abstract\":\"Today, anomaly detection is a highly valuable application in the analysis of current huge datasets. Insurance companies, banks and many manufacturing industries need systems to help humans to detect anomalies in their daily information. In general, anomalies are a very small fraction of the data, therefore their detection is not an easy task. Usually real sources of an anomaly are given by specific values expressed on selective dimensions of datasets, furthermore, many anomalies are not really interesting for humans, due to the fact that interestingness of anomalies is categorized subjectively by the human user. In this paper we propose a new semi-supervised algorithm that actively learns to detect relevant anomalies by interacting with an expert user in order to obtain semantic information about user preferences. Our approach is based on 3 main steps. First, a Bayes network identifies an initial set of candidate anomalies. Afterwards, a subspace clustering technique identifies relevant subsets of dimensions. Finally, a probabilistic active learning scheme, based on properties of Dirichlet distribution, uses the feedback from an expert user to efficiently search for relevant anomalies. Our results, using synthetic and real datasets, indicate that, under noisy data and anomalies presenting regular patterns, our approach correctly identifies relevant anomalies. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf\",\"bibtex\":\"@Article{\\t  pichara:etal:2011,\\n  author\\t= {K. Pichara and A. Soto},\\n  title\\t\\t= {Active Learning and Subspace Clustering for Anomaly\\n\\t\\t  Detection},\\n  journal\\t= { Intelligent Data Analysis (IDA)},\\n  volume\\t= {15},\\n  number\\t= {2},\\n  pages\\t\\t= {151-171},\\n  year\\t\\t= {2011},\\n  abstract\\t= {Today, anomaly detection is a highly valuable application\\n\\t\\t  in the analysis of current huge datasets. Insurance\\n\\t\\t  companies, banks and many manufacturing industries need\\n\\t\\t  systems to help humans to detect anomalies in their daily\\n\\t\\t  information. In general, anomalies are a very small\\n\\t\\t  fraction of the data, therefore their detection is not an\\n\\t\\t  easy task. Usually real sources of an anomaly are given by\\n\\t\\t  specific values expressed on selective dimensions of\\n\\t\\t  datasets, furthermore, many anomalies are not really\\n\\t\\t  interesting for humans, due to the fact that\\n\\t\\t  interestingness of anomalies is categorized subjectively by\\n\\t\\t  the human user. In this paper we propose a new\\n\\t\\t  semi-supervised algorithm that actively learns to detect\\n\\t\\t  relevant anomalies by interacting with an expert user in\\n\\t\\t  order to obtain semantic information about user\\n\\t\\t  preferences. Our approach is based on 3 main steps. First,\\n\\t\\t  a Bayes network identifies an initial set of candidate\\n\\t\\t  anomalies. Afterwards, a subspace clustering technique\\n\\t\\t  identifies relevant subsets of dimensions. Finally, a\\n\\t\\t  probabilistic active learning scheme, based on properties\\n\\t\\t  of Dirichlet distribution, uses the feedback from an expert\\n\\t\\t  user to efficiently search for relevant anomalies. Our\\n\\t\\t  results, using synthetic and real datasets, indicate that,\\n\\t\\t  under noisy data and anomalies presenting regular patterns,\\n\\t\\t  our approach correctly identifies relevant anomalies. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf}\\n}\\n\\n\",\"author_short\":[\"Pichara, K.\",\"Soto, A.\"],\"key\":\"pichara:etal:2011\",\"id\":\"pichara:etal:2011\",\"bibbaseid\":\"pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"K.\"],\"propositions\":[],\"lastnames\":[\"Pichara\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Local Feature Selection Using Gaussian Process Regression\",\"journal\":\"Intelligent Data Analysis (IDA)\",\"volume\":\"18\",\"number\":\"3\",\"year\":\"2014\",\"abstract\":\"Most feature selection algorithms determine a global subset of features, where all data instances are projected in order to improve classification accuracy. An attractive alternative solution is to adaptively find a local subset of features for each data instance, such that, the classification of each instance is performed according to its own selective subspace. This paper presents a novel application of Gaussian Processes that improves classification performance by learning discriminative local subsets of features for each instance in a dataset. Gaussian Processes are used to build for each available feature a function that estimates the discriminative power of the feature over all the input space. Using these functions, we are able to determine a discriminative subspace for each possible instance by locally joining the features that present the highest levels of discriminative power. New instances are then classified by using a K-NN classifier that operates in the local subspaces. Experimental results show that by using local discriminative subspaces, we are able to reach higher levels of accuracy than alternative state-of-the-art feature selection approaches. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf\",\"bibtex\":\"@Article{\\t  pichara:etal:2014,\\n  author\\t= {K. Pichara and A. Soto},\\n  title\\t\\t= {Local Feature Selection Using Gaussian Process\\n\\t\\t  Regression},\\n  journal\\t= {Intelligent Data Analysis (IDA)},\\n  volume\\t= {18},\\n  number\\t= {3},\\n  year\\t\\t= {2014},\\n  abstract\\t= {Most feature selection algorithms determine a global\\n\\t\\t  subset of features, where all data instances are projected\\n\\t\\t  in order to improve classification accuracy. An attractive\\n\\t\\t  alternative solution is to adaptively find a local subset\\n\\t\\t  of features for each data instance, such that, the\\n\\t\\t  classification of each instance is performed according to\\n\\t\\t  its own selective subspace. This paper presents a novel\\n\\t\\t  application of Gaussian Processes that improves\\n\\t\\t  classification performance by learning discriminative local\\n\\t\\t  subsets of features for each instance in a dataset.\\n\\t\\t  Gaussian Processes are used to build for each available\\n\\t\\t  feature a function that estimates the discriminative power\\n\\t\\t  of the feature over all the input space. Using these\\n\\t\\t  functions, we are able to determine a discriminative\\n\\t\\t  subspace for each possible instance by locally joining the\\n\\t\\t  features that present the highest levels of discriminative\\n\\t\\t  power. New instances are then classified by using a K-NN\\n\\t\\t  classifier that operates in the local subspaces.\\n\\t\\t  Experimental results show that by using local\\n\\t\\t  discriminative subspaces, we are able to reach higher\\n\\t\\t  levels of accuracy than alternative state-of-the-art\\n\\t\\t  feature selection approaches. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf}\\n}\\n\\n\",\"author_short\":[\"Pichara, K.\",\"Soto, A.\"],\"key\":\"pichara:etal:2014\",\"id\":\"pichara:etal:2014\",\"bibbaseid\":\"pichara-soto-localfeatureselectionusinggaussianprocessregression-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":22,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Pszczolkowski\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Human Detection in Indoor Environments Using Multiple Visual Cues and a Mobile Robot\",\"booktitle\":\"Iberoamerican Congress on Pattern Recognition (CIARP), LNCS 4756\",\"pages\":\"350-359\",\"year\":\"2008\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  pszczolkowski:soto:2008,\\n  author\\t= {S. Pszczolkowski and A. Soto},\\n  title\\t\\t= {Human Detection in Indoor Environments Using Multiple\\n\\t\\t  Visual Cues and a Mobile Robot},\\n  booktitle\\t= {Iberoamerican Congress on Pattern Recognition (CIARP),\\n\\t\\t  LNCS 4756},\\n  pages\\t\\t= {350-359},\\n  year\\t\\t= {2008},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Pszczolkowski, S.\",\"Soto, A.\"],\"key\":\"pszczolkowski:soto:2008\",\"id\":\"pszczolkowski:soto:2008\",\"bibbaseid\":\"pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"T.\"],\"propositions\":[],\"lastnames\":[\"Puelma\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Gutierrez\"],\"suffixes\":[]}],\"title\":\"An ensemble of Discriminative Local Subspaces in Microarray Data for Gene Ontology Annotation Predictions\",\"booktitle\":\"Proc. of 1st Chilean Workshop on Pattern Recognition (CWPR)\",\"pages\":\"52-61\",\"year\":\"2009\",\"abstract\":\"Genome sequencing has allowed to know almost every gene of many organisms. However, understanding the functions of most genes is still an open problem. In this paper, we present a novel machine learning method to predict functions of unknown genes in base of gene expression data and Gene Ontology annotations. Most function prediction al- gorithms developed in the past don’t exploit the discriminative power of supervised learning. In contrast, our method uses this to find discriminative local subspaces that are suitable to perform gene functional prediction. Cross-validation test are done in artificial and real data and compared with a state-of- the-art method. Preliminary results shows that in overall, our method outperforms the other approach in terms of precision and recall, giving insights in the importance of a good selection of discriminative experiments.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf\",\"bibtex\":\"@InProceedings{\\t  puelma:etal:2009,\\n  author\\t= {T. Puelma and A. Soto and R. Gutierrez},\\n  title\\t\\t= {An ensemble of Discriminative Local Subspaces in\\n\\t\\t  Microarray Data for Gene Ontology Annotation Predictions},\\n  booktitle\\t= {Proc. of 1st Chilean Workshop on Pattern Recognition\\n\\t\\t  (CWPR)},\\n  pages\\t\\t= {52-61},\\n  year\\t\\t= {2009},\\n  abstract\\t= {Genome sequencing has allowed to know almost every gene of\\n\\t\\t  many organisms. However, understanding the functions of\\n\\t\\t  most genes is still an open problem. In this paper, we\\n\\t\\t  present a novel machine learning method to predict\\n\\t\\t  functions of unknown genes in base of gene expression data\\n\\t\\t  and Gene Ontology annotations. Most function prediction al-\\n\\t\\t  gorithms developed in the past don’t exploit the\\n\\t\\t  discriminative power of supervised learning. In contrast,\\n\\t\\t  our method uses this to find discriminative local subspaces\\n\\t\\t  that are suitable to perform gene functional prediction.\\n\\t\\t  Cross-validation test are done in artificial and real data\\n\\t\\t  and compared with a state-of- the-art method. Preliminary\\n\\t\\t  results shows that in overall, our method outperforms the\\n\\t\\t  other approach in terms of precision and recall, giving\\n\\t\\t  insights in the importance of a good selection of\\n\\t\\t  discriminative experiments.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf}\\n}\\n\\n\",\"author_short\":[\"Puelma, T.\",\"Soto, A.\",\"Gutierrez, R.\"],\"key\":\"puelma:etal:2009\",\"id\":\"puelma:etal:2009\",\"bibbaseid\":\"puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"T.\"],\"propositions\":[],\"lastnames\":[\"Puelma\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Gutierrez\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Discriminative local subspaces in gene expression data for effective gene function prediction\",\"journal\":\"Bioinformatics\",\"volume\":\"28\",\"number\":\"17\",\"pages\":\"2256-64\",\"year\":\"2012\",\"abstract\":\"Motivation: Massive amounts of genome-wide gene expression data have become available, motivating the development of computatio- nal approaches that leverage this information to predict gene func- tion. Among successful approaches, supervised machine learning methods, such as Support Vector Machines, have shown superior prediction accuracy. However, these methods lack the simple biologi- cal intuition provided by coexpression networks, limiting their practical usefulness. Results: In this work we present Discriminative Local Subspaces (DLS), a novel method that combines supervised machine learning and coexpression techniques with the goal of systematically predict genes involved in specific biological processes of interest. Unlike tra- ditional coexpression networks, DLS uses the knowledge available in Gene Ontology (GO) to generate informative training sets that guide the discovery of expression signatures: expression patterns that are discriminative for genes involved in the biological process of interest. By linking genes coexpressed with these signatures, DLS is able to construct a discriminative coexpression network that links both, known and previously uncharacterized genes, for the selected bio- logical process. This paper focuses on the algorithm behind DLS and shows its predictive power using an Arabidopsis thaliana dataset and a representative set of 101 GO-terms from the Biological Process Ontology. Our results show that DLS has a superior average accuracy than both, Support Vector Machines and Coexpression Networks. Thus, DLS is able to provide the prediction accuracy of supervised learning methods, while maintaining the intuitive understanding of coexpression networks. Availability and Implementation: A MATLAB R implementation of DLS is available at http://virtualplant.bio.puc.cl/ cgi-bin/Lab/tools.cgi. \",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf\",\"bibtex\":\"@Article{\\t  puelma:etal:2012,\\n  author\\t= {T. Puelma and R. Gutierrez and A. Soto},\\n  title\\t\\t= {Discriminative local subspaces in gene expression data for\\n\\t\\t  effective gene function prediction},\\n  journal\\t= {Bioinformatics},\\n  volume\\t= {28},\\n  number\\t= {17},\\n  pages\\t\\t= {2256-64},\\n  year\\t\\t= {2012},\\n  abstract\\t= {Motivation: Massive amounts of genome-wide gene expression\\n\\t\\t  data have become available, motivating the development of\\n\\t\\t  computatio- nal approaches that leverage this information\\n\\t\\t  to predict gene func- tion. Among successful approaches,\\n\\t\\t  supervised machine learning methods, such as Support Vector\\n\\t\\t  Machines, have shown superior prediction accuracy. However,\\n\\t\\t  these methods lack the simple biologi- cal intuition\\n\\t\\t  provided by coexpression networks, limiting their practical\\n\\t\\t  usefulness. Results: In this work we present Discriminative\\n\\t\\t  Local Subspaces (DLS), a novel method that combines\\n\\t\\t  supervised machine learning and coexpression techniques\\n\\t\\t  with the goal of systematically predict genes involved in\\n\\t\\t  specific biological processes of interest. Unlike tra-\\n\\t\\t  ditional coexpression networks, DLS uses the knowledge\\n\\t\\t  available in Gene Ontology (GO) to generate informative\\n\\t\\t  training sets that guide the discovery of expression\\n\\t\\t  signatures: expression patterns that are discriminative for\\n\\t\\t  genes involved in the biological process of interest. By\\n\\t\\t  linking genes coexpressed with these signatures, DLS is\\n\\t\\t  able to construct a discriminative coexpression network\\n\\t\\t  that links both, known and previously uncharacterized\\n\\t\\t  genes, for the selected bio- logical process. This paper\\n\\t\\t  focuses on the algorithm behind DLS and shows its\\n\\t\\t  predictive power using an Arabidopsis thaliana dataset and\\n\\t\\t  a representative set of 101 GO-terms from the Biological\\n\\t\\t  Process Ontology. Our results show that DLS has a superior\\n\\t\\t  average accuracy than both, Support Vector Machines and\\n\\t\\t  Coexpression Networks. Thus, DLS is able to provide the\\n\\t\\t  prediction accuracy of supervised learning methods, while\\n\\t\\t  maintaining the intuitive understanding of coexpression\\n\\t\\t  networks. Availability and Implementation: A MATLAB R\\n\\t\\t  implementation of DLS is available at\\n\\t\\t  http://virtualplant.bio.puc.cl/ cgi-bin/Lab/tools.cgi. },\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf}\\n}\\n\\n\",\"author_short\":[\"Puelma, T.\",\"Gutierrez, R.\",\"Soto, A.\"],\"key\":\"puelma:etal:2012\",\"id\":\"puelma:etal:2012\",\"bibbaseid\":\"puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"T.\"],\"propositions\":[],\"lastnames\":[\"Puelma\"],\"suffixes\":[]},{\"firstnames\":[\"V.\"],\"propositions\":[],\"lastnames\":[\"Araus\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Canales\"],\"suffixes\":[]},{\"firstnames\":[\"E.\"],\"propositions\":[],\"lastnames\":[\"Vidal\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Cabello\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Gutierrez\"],\"suffixes\":[]}],\"title\":\"GENIUS: web server to predict local gene networks and key genes for biological functions\",\"journal\":\"Bioinformatics\",\"year\":\"2017\",\"abstract\":\"GENIUS is a user-friendly web server that uses a novel machine learning algorithm to infer functional gene networks focused on specific genes and experimental conditions that are relevant to biological functions of interest. These functions may have different levels of complexity, from specific biological processes to complex traits that involve several interacting processes. GENIUS also enriches the network with new genes related to the biological function of interest, with accuracies comparable to highly discriminative Support Vector Machine methods\",\"url\":\"https://doi.org/10.1093/bioinformatics/btw702\",\"bibtex\":\"@Article{\\t  puelma:etal:2017,\\n  author\\t= {T. Puelma and V. Araus and J. Canales and E. Vidal and J.\\n\\t\\t  Cabello and A. Soto and R. Gutierrez},\\n  title\\t\\t= {GENIUS: web server to predict local gene networks and key\\n\\t\\t  genes for biological functions},\\n  journal\\t= {Bioinformatics},\\n  year\\t\\t= {2017},\\n  abstract\\t= {GENIUS is a user-friendly web server that uses a novel\\n\\t\\t  machine learning algorithm to infer functional gene\\n\\t\\t  networks focused on specific genes and experimental\\n\\t\\t  conditions that are relevant to biological functions of\\n\\t\\t  interest. These functions may have different levels of\\n\\t\\t  complexity, from specific biological processes to complex\\n\\t\\t  traits that involve several interacting processes. GENIUS\\n\\t\\t  also enriches the network with new genes related to the\\n\\t\\t  biological function of interest, with accuracies comparable\\n\\t\\t  to highly discriminative Support Vector Machine methods},\\n  url\\t\\t= {https://doi.org/10.1093/bioinformatics/btw702}\\n}\\n\\n\",\"author_short\":[\"Puelma, T.\",\"Araus, V.\",\"Canales, J.\",\"Vidal, E.\",\"Cabello, J.\",\"Soto, A.\",\"Gutierrez, R.\"],\"key\":\"puelma:etal:2017\",\"id\":\"puelma:etal:2017\",\"bibbaseid\":\"puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1093/bioinformatics/btw702\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Perez-Sanagustin\"],\"firstnames\":[\"Mar\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Verdugo\"],\"firstnames\":[\"Renato\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Garcia-Galleguillos\"],\"firstnames\":[\"Gonzalo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Nussbaum\"],\"firstnames\":[\"Miguel\"],\"suffixes\":[]}],\"journal\":\"Computers in Human Behavior\",\"keywords\":\"QR codes, museums, user engagement\",\"title\":\"Using QR codes to increase user engagement in museum-like spaces\",\"publisher\":\"Elsevier\",\"year\":\"2016\",\"url\":\"https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf\",\"doi\":\"10.1016/j.chb.2016.02.012\",\"bibtex\":\"@Article{\\t  qr2016,\\n  author\\t= {Perez-Sanagustin, Mar and Parra, Denis and Verdugo, Renato\\n\\t\\t  and Garcia-Galleguillos, Gonzalo and Nussbaum, Miguel},\\n  journal\\t= {Computers in Human Behavior},\\n  keywords\\t= {QR codes, museums, user engagement},\\n  title\\t\\t= {Using QR codes to increase user engagement in museum-like\\n\\t\\t  spaces},\\n  publisher\\t= {Elsevier},\\n  year\\t\\t= {2016},\\n  url\\t\\t= {https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf},\\n  doi\\t\\t= {10.1016/j.chb.2016.02.012}\\n}\\n\\n\",\"author_short\":[\"Perez-Sanagustin, M.\",\"Parra, D.\",\"Verdugo, R.\",\"Garcia-Galleguillos, G.\",\"Nussbaum, M.\"],\"key\":\"qr2016\",\"id\":\"qr2016\",\"bibbaseid\":\"perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf\"},\"keyword\":[\"QR codes\",\"museums\",\"user engagement\"],\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"doi\":\"10.1016/j.landurbplan.2020.104002\",\"url\":\"https://doi.org/10.1016/j.landurbplan.2020.104002\",\"year\":\"2021\",\"month\":\"April\",\"publisher\":\"Elsevier BV\",\"volume\":\"208\",\"pages\":\"104002\",\"author\":[{\"firstnames\":[\"Tomás\"],\"propositions\":[],\"lastnames\":[\"Ramírez\"],\"suffixes\":[]},{\"firstnames\":[\"Ricardo\"],\"propositions\":[],\"lastnames\":[\"Hurtubia\"],\"suffixes\":[]},{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"Tomás\"],\"propositions\":[],\"lastnames\":[\"Rossetti\"],\"suffixes\":[]}],\"title\":\"Measuring heterogeneous perception of urban space with massive data and machine learning: An application to safety\",\"journal\":\"Landscape and Urban Planning\",\"bibtex\":\"@Article{\\t  ramrez2021,\\n  doi\\t\\t= {10.1016/j.landurbplan.2020.104002},\\n  url\\t\\t= {https://doi.org/10.1016/j.landurbplan.2020.104002},\\n  year\\t\\t= {2021},\\n  month\\t\\t= apr,\\n  publisher\\t= {Elsevier {BV}},\\n  volume\\t= {208},\\n  pages\\t\\t= {104002},\\n  author\\t= {Tom{\\\\'{a}}s Ram{\\\\'{\\\\i}}rez and Ricardo Hurtubia and Hans\\n\\t\\t  Lobel and Tom{\\\\'{a}}s Rossetti},\\n  title\\t\\t= {Measuring heterogeneous perception of urban space with\\n\\t\\t  massive data and machine learning: An application to\\n\\t\\t  safety},\\n  journal\\t= {Landscape and Urban Planning}\\n}\\n\\n\",\"author_short\":[\"Ramírez, T.\",\"Hurtubia, R.\",\"Lobel, H.\",\"Rossetti, T.\"],\"key\":\"ramrez2021\",\"id\":\"ramrez2021\",\"bibbaseid\":\"ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1016/j.landurbplan.2020.104002\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Explaining VQA predictions using visual grounding and a knowledge base\",\"journal\":\"Image and Vision Computing\",\"volume\":\"101\",\"pages\":\"103968\",\"year\":\"2020\",\"issn\":\"0262-8856\",\"doi\":\"https://doi.org/10.1016/j.imavis.2020.103968\",\"url\":\"https://www.sciencedirect.com/science/article/pii/S0262885620301001\",\"author\":[{\"firstnames\":[\"Felipe\"],\"propositions\":[],\"lastnames\":[\"Riquelme\"],\"suffixes\":[]},{\"firstnames\":[\"Alfredo\"],\"propositions\":[],\"lastnames\":[\"De Goyeneche\"],\"suffixes\":[]},{\"firstnames\":[\"Yundong\"],\"propositions\":[],\"lastnames\":[\"Zhang\"],\"suffixes\":[]},{\"firstnames\":[\"Juan\",\"Carlos\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"Alvaro\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"keywords\":\"Deep Learning, Attention, Supervision, Knowledge Base, Interpretability, Explainability\",\"abstract\":\"In this work, we focus on the Visual Question Answering (VQA) task, where a model must answer a question based on an image, and the VQA-Explanations task, where an explanation is produced to support the answer. We introduce an interpretable model capable of pointing out and consuming information from a novel Knowledge Base (KB) composed of real-world relationships between objects, along with labels mined from available region descriptions and object annotations. Furthermore, this model provides a visual and textual explanations to complement the KB visualization. The use of a KB brings two important consequences: enhance predictions and improve interpretability. We achieve this by introducing a mechanism that can extract relevant information from this KB, and can point out the relations better suited for predicting the answer. A supervised attention map is generated over the KB to select the relevant relationships from it for each question-image pair. Moreover, we add image attention supervision on the explanations module to generate better visual and textual explanations. We quantitatively show that the predicted answers improve when using the KB; similarly, explanations improve with this and when adding image attention supervision. Also, we qualitatively show that the KB attention helps to improve interpretability and enhance explanations. Overall, the results support the benefits of having multiple tasks to enhance the interpretability and performance of the model.\",\"bibtex\":\"@Article{\\t  riquelme2020103968,\\n  title\\t\\t= {Explaining VQA predictions using visual grounding and a\\n\\t\\t  knowledge base},\\n  journal\\t= {Image and Vision Computing},\\n  volume\\t= {101},\\n  pages\\t\\t= {103968},\\n  year\\t\\t= {2020},\\n  issn\\t\\t= {0262-8856},\\n  doi\\t\\t= {https://doi.org/10.1016/j.imavis.2020.103968},\\n  url\\t\\t= {https://www.sciencedirect.com/science/article/pii/S0262885620301001},\\n  author\\t= {Felipe Riquelme and Alfredo {De Goyeneche} and Yundong\\n\\t\\t  Zhang and Juan Carlos Niebles and Alvaro Soto},\\n  keywords\\t= {Deep Learning, Attention, Supervision, Knowledge Base,\\n\\t\\t  Interpretability, Explainability},\\n  abstract\\t= {In this work, we focus on the Visual Question Answering\\n\\t\\t  (VQA) task, where a model must answer a question based on\\n\\t\\t  an image, and the VQA-Explanations task, where an\\n\\t\\t  explanation is produced to support the answer. We introduce\\n\\t\\t  an interpretable model capable of pointing out and\\n\\t\\t  consuming information from a novel Knowledge Base (KB)\\n\\t\\t  composed of real-world relationships between objects, along\\n\\t\\t  with labels mined from available region descriptions and\\n\\t\\t  object annotations. Furthermore, this model provides a\\n\\t\\t  visual and textual explanations to complement the KB\\n\\t\\t  visualization. The use of a KB brings two important\\n\\t\\t  consequences: enhance predictions and improve\\n\\t\\t  interpretability. We achieve this by introducing a\\n\\t\\t  mechanism that can extract relevant information from this\\n\\t\\t  KB, and can point out the relations better suited for\\n\\t\\t  predicting the answer. A supervised attention map is\\n\\t\\t  generated over the KB to select the relevant relationships\\n\\t\\t  from it for each question-image pair. Moreover, we add\\n\\t\\t  image attention supervision on the explanations module to\\n\\t\\t  generate better visual and textual explanations. We\\n\\t\\t  quantitatively show that the predicted answers improve when\\n\\t\\t  using the KB; similarly, explanations improve with this and\\n\\t\\t  when adding image attention supervision. Also, we\\n\\t\\t  qualitatively show that the KB attention helps to improve\\n\\t\\t  interpretability and enhance explanations. Overall, the\\n\\t\\t  results support the benefits of having multiple tasks to\\n\\t\\t  enhance the interpretability and performance of the\\n\\t\\t  model.}\\n}\\n\\n\",\"author_short\":[\"Riquelme, F.\",\"De Goyeneche, A.\",\"Zhang, Y.\",\"Niebles, J. C.\",\"Soto, A.\"],\"key\":\"riquelme2020103968\",\"id\":\"riquelme2020103968\",\"bibbaseid\":\"riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://www.sciencedirect.com/science/article/pii/S0262885620301001\"},\"keyword\":[\"Deep Learning\",\"Attention\",\"Supervision\",\"Knowledge Base\",\"Interpretability\",\"Explainability\"],\"metadata\":{\"authorlinks\":{}},\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"doi\":\"10.1016/j.landurbplan.2018.09.020\",\"url\":\"https://doi.org/10.1016/j.landurbplan.2018.09.020\",\"year\":\"2019\",\"month\":\"January\",\"publisher\":\"Elsevier BV\",\"volume\":\"181\",\"pages\":\"169–178\",\"author\":[{\"firstnames\":[\"Tomás\"],\"propositions\":[],\"lastnames\":[\"Rossetti\"],\"suffixes\":[]},{\"firstnames\":[\"Hans\"],\"propositions\":[],\"lastnames\":[\"Lobel\"],\"suffixes\":[]},{\"firstnames\":[\"Víctor\"],\"propositions\":[],\"lastnames\":[\"Rocco\"],\"suffixes\":[]},{\"firstnames\":[\"Ricardo\"],\"propositions\":[],\"lastnames\":[\"Hurtubia\"],\"suffixes\":[]}],\"title\":\"Explaining subjective perceptions of public spaces as a function of the built environment: A massive data approach\",\"journal\":\"Landscape and Urban Planning\",\"bibtex\":\"@Article{\\t  rossetti2019,\\n  doi\\t\\t= {10.1016/j.landurbplan.2018.09.020},\\n  url\\t\\t= {https://doi.org/10.1016/j.landurbplan.2018.09.020},\\n  year\\t\\t= {2019},\\n  month\\t\\t= jan,\\n  publisher\\t= {Elsevier {BV}},\\n  volume\\t= {181},\\n  pages\\t\\t= {169--178},\\n  author\\t= {Tom{\\\\'{a}}s Rossetti and Hans Lobel and V{\\\\'{\\\\i}}ctor\\n\\t\\t  Rocco and Ricardo Hurtubia},\\n  title\\t\\t= {Explaining subjective perceptions of public spaces as a\\n\\t\\t  function of the built environment: A massive data\\n\\t\\t  approach},\\n  journal\\t= {Landscape and Urban Planning}\\n}\\n\\n\",\"author_short\":[\"Rossetti, T.\",\"Lobel, H.\",\"Rocco, V.\",\"Hurtubia, R.\"],\"key\":\"rossetti2019\",\"id\":\"rossetti2019\",\"bibbaseid\":\"rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1016/j.landurbplan.2018.09.020\"},\"metadata\":{\"authorlinks\":{}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"C.\",\"Ruz\"],\"firstnames\":[\"C.\",\"Pieringer\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"B.\",\"Peralta\"],\"firstnames\":[\"I.\",\"Lillo\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"P.\",\"Espinace\"],\"firstnames\":[\"R.\",\"Gonzalez\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"B.\",\"Wendt\"],\"firstnames\":[\"D.\",\"Mery\"],\"suffixes\":[]}],\"title\":\"Visual Recognition to Access and Analyze People Density and Flow Patterns in Indoor Environments\",\"booktitle\":\"IEEE Winter Conference on Applications of Computer Vision (WACV)\",\"year\":\"2015\",\"abstract\":\"This work describes our experience developing a system to access density and flow of people in large indoor spaces using a network of RGB cameras. The proposed system is based on a set of overlapped and calibrated cameras. This facilitates the use of geometric constraints that help to reduce visual ambiguities. These constraints are combined with classifiers based on visual appearance to produce an efficient and robust method to detect and track humans. In this work, we argue that flow and density of people are low level measurements that need to be complemented with suitable analytic tools to bridge semantic gaps and become useful information for a target application. Consequently, we also propose a set of analytic tools that help a human user to effectively take advantage of the measurements provided by the system. Finally, we report results that demonstrate the relevance of the proposed ideas.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf\",\"bibtex\":\"@InProceedings{\\t  ruz:etal:2015,\\n  author\\t= {C. Ruz, C. Pieringer, B. Peralta, I. Lillo, P. Espinace,\\n\\t\\t  R. Gonzalez, B. Wendt, D. Mery, A. Soto},\\n  title\\t\\t= {Visual Recognition to Access and Analyze People Density\\n\\t\\t  and Flow Patterns in Indoor Environments},\\n  booktitle\\t= {IEEE Winter Conference on Applications of Computer Vision\\n\\t\\t  (WACV)},\\n  year\\t\\t= {2015},\\n  abstract\\t= {This work describes our experience developing a system to\\n\\t\\t  access density and flow of people in large indoor spaces\\n\\t\\t  using a network of RGB cameras. The proposed system is\\n\\t\\t  based on a set of overlapped and calibrated cameras. This\\n\\t\\t  facilitates the use of geometric constraints that help to\\n\\t\\t  reduce visual ambiguities. These constraints are combined\\n\\t\\t  with classifiers based on visual appearance to produce an\\n\\t\\t  efficient and robust method to detect and track humans. In\\n\\t\\t  this work, we argue that flow and density of people are low\\n\\t\\t  level measurements that need to be complemented with\\n\\t\\t  suitable analytic tools to bridge semantic gaps and become\\n\\t\\t  useful information for a target application. Consequently,\\n\\t\\t  we also propose a set of analytic tools that help a human\\n\\t\\t  user to effectively take advantage of the measurements\\n\\t\\t  provided by the system. Finally, we report results that\\n\\t\\t  demonstrate the relevance of the proposed ideas.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf}\\n}\\n\\n\",\"author_short\":[\"C. Ruz, C. P.\",\"B. Peralta, I. L.\",\"P. Espinace, R. G.\",\"B. Wendt, D. M.\"],\"key\":\"ruz:etal:2015\",\"id\":\"ruz:etal:2015\",\"bibbaseid\":\"cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Saptharishi\"],\"suffixes\":[]},{\"firstnames\":[\"K.\"],\"propositions\":[],\"lastnames\":[\"Bhat\"],\"suffixes\":[]},{\"firstnames\":[\"C.\"],\"propositions\":[],\"lastnames\":[\"Diehl\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Oliver\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Savvides\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Dolan\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"Recent Advances in Distributed Tactical Surveillance\",\"booktitle\":\"SPIE on Unattended Ground Sensor Technologies and Applications, Aerosense\",\"pages\":\"\",\"year\":\"2002\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  saptharishi:etal:2002,\\n  author\\t= {M. Saptharishi and K. Bhat and C. Diehl and S. Oliver and\\n\\t\\t  M. Savvides and A. Soto and J. Dolan and P. Khosla},\\n  title\\t\\t= {Recent Advances in Distributed Tactical Surveillance},\\n  booktitle\\t= {SPIE on Unattended Ground Sensor Technologies and\\n\\t\\t  Applications, Aerosense},\\n  pages\\t\\t= {},\\n  year\\t\\t= {2002},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Saptharishi, M.\",\"Bhat, K.\",\"Diehl, C.\",\"Oliver, S.\",\"Savvides, M.\",\"Soto, A.\",\"Dolan, J.\",\"Khosla, P.\"],\"key\":\"saptharishi:etal:2002\",\"id\":\"saptharishi:etal:2002\",\"bibbaseid\":\"saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Scheihing\"],\"firstnames\":[\"Eliana\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Carrasco\"],\"firstnames\":[\"José\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Guerra\"],\"firstnames\":[\"Julio\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"booktitle\":\"TISE 2005, Nuevas Ideas en Informática Educativa\",\"organization\":\"ISBN 956-299-954-8\",\"title\":\"An Adaptive Web Platform based and on a Multiagent System and Ontologies\",\"year\":\"2005\",\"bibtex\":\"@InProceedings{\\t  scheihing2005adaptive,\\n  author\\t= {Scheihing, Eliana and Carrasco, Jos{\\\\'e} and Guerra, Julio\\n\\t\\t  and Parra, Denis},\\n  booktitle\\t= {TISE 2005, Nuevas Ideas en Inform{\\\\'a}tica Educativa},\\n  organization\\t= {ISBN 956-299-954-8},\\n  title\\t\\t= {An Adaptive Web Platform based and on a Multiagent System\\n\\t\\t  and Ontologies},\\n  year\\t\\t= {2005}\\n}\\n\\n\",\"author_short\":[\"Scheihing, E.\",\"Carrasco, J.\",\"Guerra, J.\",\"Parra, D.\"],\"key\":\"scheihing2005adaptive\",\"id\":\"scheihing2005adaptive\",\"bibbaseid\":\"scheihing-carrasco-guerra-parra-anadaptivewebplatformbasedandonamultiagentsystemandontologies-2005\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"title\":\"pyRecLab: A Software Library for Quick Prototyping of Recommender Systems\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Sepulveda\"],\"firstnames\":[\"Gabriel\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:1706.06291\",\"year\":\"2017\",\"booktitle\":\"Proceedings of the Poster Track of the 11th ACM Conference on Recommender Systems (RecSys 2017) \",\"url\":\"http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf\",\"bibtex\":\"@InProceedings{\\t  sepulveda2017pyreclab,\\n  title\\t\\t= {pyRecLab: A Software Library for Quick Prototyping of\\n\\t\\t  Recommender Systems},\\n  author\\t= {Sepulveda, Gabriel and Parra, Denis},\\n  journal\\t= {arXiv preprint arXiv:1706.06291},\\n  year\\t\\t= {2017},\\n  booktitle\\t= {Proceedings of the Poster Track of the 11th ACM Conference\\n\\t\\t  on Recommender Systems (RecSys 2017) },\\n  url\\t\\t= {http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf}\\n}\\n\\n\",\"author_short\":[\"Sepulveda, G.\",\"Parra, D.\"],\"key\":\"sepulveda2017pyreclab\",\"id\":\"sepulveda2017pyreclab\",\"bibbaseid\":\"sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"G.\"],\"propositions\":[],\"lastnames\":[\"Sepulveda\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation\",\"booktitle\":\"ICRA\",\"year\":\"2018\",\"abstract\":\"We present a semantically rich graph representa- tion for indoor robotic navigation. Our graph representation encodes: semantic locations such as offices or corridors as nodes, and navigational behaviors such as enter office or cross a corridor as edges. In particular, our navigational behaviors operate directly from visual inputs to produce motor controls and are implemented with deep learning architectures. This enables the robot to avoid explicit computation of its precise location or the geometry of the environment, and enables navigation at a higher level of semantic abstraction. We evaluate the effectiveness of our representation by simulating navigation tasks in a large number of virtual environments. Our results show that using a simple sets of perceptual and navigational behaviors, the proposed approach can successfully guide the way of the robot as it completes navigational missions such as going to a specific office. Furthermore, our implementation shows to be effective to control the selection and switching of behaviors. \",\"url\":\"https://arxiv.org/pdf/1803.04119v1.pdf\",\"bibtex\":\"@InProceedings{\\t  sepulveda:etal:2018,\\n  author\\t= {G. Sepulveda and JC. Niebles and A. Soto},\\n  title\\t\\t= {A Deep Learning Based Behavioral Approach to Indoor\\n\\t\\t  Autonomous Navigation},\\n  booktitle\\t= {{ICRA}},\\n  year\\t\\t= {2018},\\n  abstract\\t= {We present a semantically rich graph representa- tion for\\n\\t\\t  indoor robotic navigation. Our graph representation\\n\\t\\t  encodes: semantic locations such as offices or corridors as\\n\\t\\t  nodes, and navigational behaviors such as enter office or\\n\\t\\t  cross a corridor as edges. In particular, our navigational\\n\\t\\t  behaviors operate directly from visual inputs to produce\\n\\t\\t  motor controls and are implemented with deep learning\\n\\t\\t  architectures. This enables the robot to avoid explicit\\n\\t\\t  computation of its precise location or the geometry of the\\n\\t\\t  environment, and enables navigation at a higher level of\\n\\t\\t  semantic abstraction. We evaluate the effectiveness of our\\n\\t\\t  representation by simulating navigation tasks in a large\\n\\t\\t  number of virtual environments. Our results show that using\\n\\t\\t  a simple sets of perceptual and navigational behaviors, the\\n\\t\\t  proposed approach can successfully guide the way of the\\n\\t\\t  robot as it completes navigational missions such as going\\n\\t\\t  to a specific office. Furthermore, our implementation shows\\n\\t\\t  to be effective to control the selection and switching of\\n\\t\\t  behaviors. },\\n  url\\t\\t= {https://arxiv.org/pdf/1803.04119v1.pdf}\\n}\\n\\n\",\"author_short\":[\"Sepulveda, G.\",\"Niebles, J.\",\"Soto, A.\"],\"key\":\"sepulveda:etal:2018\",\"id\":\"sepulveda:etal:2018\",\"bibbaseid\":\"sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://arxiv.org/pdf/1803.04119v1.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"date-added\":\"2015-11-17 04:37:53 +0000\",\"date-modified\":\"2015-11-17 04:40:23 +0000\",\"doi\":\"10.1016/j.ijhcs.2015.01.007\",\"journal\":\"International Journal of Human Computer Studies\",\"month\":\"June\",\"pages\":\"43-67\",\"title\":\"User-controllable personalization: A case study with SetFusion\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf\",\"volume\":\"78\",\"year\":\"2015\",\"bibtex\":\"@Article{\\t  setfusion2015,\\n  author\\t= {Parra, Denis and Brusilovsky, Peter},\\n  date-added\\t= {2015-11-17 04:37:53 +0000},\\n  date-modified\\t= {2015-11-17 04:40:23 +0000},\\n  doi\\t\\t= {10.1016/j.ijhcs.2015.01.007},\\n  journal\\t= {International Journal of Human Computer Studies},\\n  month\\t\\t= {June},\\n  pages\\t\\t= {43-67},\\n  title\\t\\t= {User-controllable personalization: A case study with\\n\\t\\t  SetFusion},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf},\\n  volume\\t= {78},\\n  year\\t\\t= {2015}\\n}\\n\\n\",\"author_short\":[\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"setfusion2015\",\"id\":\"setfusion2015\",\"bibbaseid\":\"parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"techreport\",\"type\":\"techreport\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Probabilistic Approach for the Adaptive Integration of Multiple Visual Cues Using an Agent Framework\",\"number\":\"PhD. Thesis, Robotics Institute, School of Computer Science, Tech Report CMU-RI-TR-02-30\",\"institution\":\"Carnegie Mellon University\",\"year\":\"2002\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@TechReport{\\t  soto:2002,\\n  author\\t= {A. Soto},\\n  title\\t\\t= {A Probabilistic Approach for the Adaptive Integration of\\n\\t\\t  Multiple Visual Cues Using an Agent Framework},\\n  number\\t= {PhD. Thesis, Robotics Institute, School of Computer\\n\\t\\t  Science, Tech Report CMU-RI-TR-02-30},\\n  institution\\t= {Carnegie Mellon University},\\n  year\\t\\t= {2002},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\"],\"key\":\"soto:2002\",\"id\":\"soto:2002\",\"bibbaseid\":\"soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":7,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"A Method to Adaptively Propagate the Set of Samples Used by Particle Filters\",\"booktitle\":\"Lectures Notes in Artificial Intelligence, LNAI 3040\",\"pages\":\"47-56\",\"year\":\"2004\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:2004,\\n  author\\t= {A. Soto},\\n  title\\t\\t= {A Method to Adaptively Propagate the Set of Samples Used\\n\\t\\t  by Particle Filters},\\n  booktitle\\t= {Lectures Notes in Artificial Intelligence, LNAI 3040},\\n  pages\\t\\t= {47-56},\\n  year\\t\\t= {2004},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\"],\"key\":\"soto:2004\",\"id\":\"soto:2004\",\"bibbaseid\":\"soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]}],\"title\":\"Self Adaptive Particle Filter\",\"booktitle\":\"Proceedings of International Join Conference on Artificial Intelligence (IJCAI)\",\"pages\":\"1398-1406\",\"year\":\"2005\",\"abstract\":\"The particle filter has emerged as a useful tool for problems requiring dynamic state estimation. The efficiency and accuracy of the filter depend mostly on the number of particles used in the estimation and on the propagation function used to re-allocate these particles at each iteration. Both features are specified beforehand and are kept fixed in the reg- ular implementation of the filter. In practice this may be highly inappropriate since it ignores errors in the models and the varying dynamics of the pro- cesses. This work presents a self adaptive version of the particle filter that uses statistical methods to adapt the number of particles and the propagation function at each iteration. Furthermore, our method presents similar computational load than the stan- dard particle filter. We show the advantages of the self adaptive filter by applying it to a synthetic ex- ample and to the visual tracking of targets in a real video sequence. \",\"url\":\"Soto-IJCAI-0 5.pdf\",\"bibtex\":\"@InProceedings{\\t  soto:2005,\\n  author\\t= {A. Soto},\\n  title\\t\\t= {Self Adaptive Particle Filter},\\n  booktitle\\t= {Proceedings of International Join Conference on Artificial\\n\\t\\t  Intelligence (IJCAI)},\\n  pages\\t\\t= {1398-1406},\\n  year\\t\\t= {2005},\\n  abstract\\t= {The particle filter has emerged as a useful tool for\\n\\t\\t  problems requiring dynamic state estimation. The efficiency\\n\\t\\t  and accuracy of the filter depend mostly on the number of\\n\\t\\t  particles used in the estimation and on the propagation\\n\\t\\t  function used to re-allocate these particles at each\\n\\t\\t  iteration. Both features are specified beforehand and are\\n\\t\\t  kept fixed in the reg- ular implementation of the filter.\\n\\t\\t  In practice this may be highly inappropriate since it\\n\\t\\t  ignores errors in the models and the varying dynamics of\\n\\t\\t  the pro- cesses. This work presents a self adaptive version\\n\\t\\t  of the particle filter that uses statistical methods to\\n\\t\\t  adapt the number of particles and the propagation function\\n\\t\\t  at each iteration. Furthermore, our method presents similar\\n\\t\\t  computational load than the stan- dard particle filter. We\\n\\t\\t  show the advantages of the self adaptive filter by applying\\n\\t\\t  it to a synthetic ex- ample and to the visual tracking of\\n\\t\\t  targets in a real video sequence. },\\n  url\\t\\t= {Soto-IJCAI-0 5.pdf}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\"],\"key\":\"soto:2005\",\"id\":\"soto:2005\",\"bibbaseid\":\"soto-selfadaptiveparticlefilter-2005\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/Soto-IJCAI-0%205.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[],\"propositions\":[],\"lastnames\":[\"A.Cansado\"],\"suffixes\":[]},{\"firstnames\":[\"F.\"],\"propositions\":[],\"lastnames\":[\"Zavala\"],\"suffixes\":[]}],\"title\":\"Detection of Rare Objects in Massive Astrophysical Data Sets Using Innovative Knowledge Discovery Technology\",\"booktitle\":\"Astronomical Data Analysis Software &amp; Systems Conf. Series (ADASS)\",\"pages\":\"66-72\",\"year\":\"2004\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:cansado:zavala:2008,\\n  author\\t= {A. Soto and A.Cansado and F. Zavala},\\n  title\\t\\t= {Detection of Rare Objects in Massive Astrophysical Data\\n\\t\\t  Sets Using Innovative Knowledge Discovery Technology},\\n  booktitle\\t= {Astronomical Data Analysis Software &amp; Systems Conf.\\n\\t\\t  Series (ADASS)},\\n  pages\\t\\t= {66-72},\\n  year\\t\\t= {2004},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"A.Cansado\",\"Zavala, F.\"],\"key\":\"soto:cansado:zavala:2008\",\"id\":\"soto:cansado:zavala:2008\",\"bibbaseid\":\"soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Cipriano\"],\"suffixes\":[]}],\"title\":\"Image processing applied to real time measurement of traffic flow\",\"booktitle\":\"In Proc. of 28th Southeastern Symposium on System Theory\",\"pages\":\"\",\"year\":\"1996\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:cipriano:1996,\\n  author\\t= {A. Soto and A. Cipriano},\\n  title\\t\\t= {Image processing applied to real time measurement of\\n\\t\\t  traffic flow},\\n  booktitle\\t= {In Proc. of 28th Southeastern Symposium on System Theory},\\n  pages\\t\\t= {},\\n  year\\t\\t= {1996},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Cipriano, A.\"],\"key\":\"soto:cipriano:1996\",\"id\":\"soto:cipriano:1996\",\"bibbaseid\":\"soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Espinace\"],\"suffixes\":[]},{\"firstnames\":[\"R.\"],\"propositions\":[],\"lastnames\":[\"Mitnik\"],\"suffixes\":[]}],\"title\":\"A Mobile Robotics Course for Undergraduate Students in Computer Science\",\"booktitle\":\"IEEE Latin American Robotics Symposium, LARS\",\"pages\":\"187-192\",\"year\":\"2006\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:espinace:mitnik:2006,\\n  author\\t= {A. Soto and P. Espinace and R. Mitnik},\\n  title\\t\\t= {A Mobile Robotics Course for Undergraduate Students in\\n\\t\\t  Computer Science},\\n  booktitle\\t= {IEEE Latin American Robotics Symposium, LARS},\\n  pages\\t\\t= {187-192},\\n  year\\t\\t= {2006},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Espinace, P.\",\"Mitnik, R.\"],\"key\":\"soto:espinace:mitnik:2006\",\"id\":\"soto:espinace:mitnik:2006\",\"bibbaseid\":\"soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Saptharishi\"],\"suffixes\":[]},{\"firstnames\":[\"J.\"],\"propositions\":[],\"lastnames\":[\"Dolan\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Trebi-Ollennu\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"CyberATVs: Dynamic and Distributed Reconnaissance and Surveillance Using All Terrain UGVs\",\"booktitle\":\"Proceedings of the International Conference on Field and Service Robotics (FSR)\",\"pages\":\"\",\"year\":\"1999\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:etal:2002,\\n  author\\t= {A. Soto and M. Saptharishi and J. Dolan and A.\\n\\t\\t  Trebi-Ollennu and P. Khosla},\\n  title\\t\\t= {CyberATVs: Dynamic and Distributed Reconnaissance and\\n\\t\\t  Surveillance Using All Terrain UGVs},\\n  booktitle\\t= {Proceedings of the International Conference on Field and\\n\\t\\t  Service Robotics (FSR)},\\n  pages\\t\\t= {},\\n  year\\t\\t= {1999},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Saptharishi, M.\",\"Dolan, J.\",\"Trebi-Ollennu, A.\",\"Khosla, P.\"],\"key\":\"soto:etal:2002\",\"id\":\"soto:etal:2002\",\"bibbaseid\":\"soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"I.\"],\"propositions\":[],\"lastnames\":[\"Nourbakhsh\"],\"suffixes\":[]}],\"title\":\"A Scenario for Planning Visual Navigation of a Mobile Robot\",\"booktitle\":\"American Association for Artificial Intelligence (AAAI), Fall Symposium Series\",\"pages\":\"\",\"year\":\"1998\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:illah:1998,\\n  author\\t= {A. Soto and I. Nourbakhsh},\\n  title\\t\\t= {A Scenario for Planning Visual Navigation of a Mobile\\n\\t\\t  Robot},\\n  booktitle\\t= {American Association for Artificial Intelligence (AAAI),\\n\\t\\t  Fall Symposium Series},\\n  pages\\t\\t= {},\\n  year\\t\\t= {1998},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Nourbakhsh, I.\"],\"key\":\"soto:illah:1998\",\"id\":\"soto:illah:1998\",\"bibbaseid\":\"soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"Sequential Monte Carlo Methods for the Creation of Adaptive Software\",\"booktitle\":\"3th Int. Workshop on Self-adaptive Software\",\"pages\":\"\",\"year\":\"2003\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:khosla:2003a,\\n  author\\t= {A. Soto and P. Khosla},\\n  title\\t\\t= {Sequential Monte Carlo Methods for the Creation of\\n\\t\\t  Adaptive Software},\\n  booktitle\\t= {3th Int. Workshop on Self-adaptive Software},\\n  pages\\t\\t= {},\\n  year\\t\\t= {2003},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Khosla, P.\"],\"key\":\"soto:khosla:2003a\",\"id\":\"soto:khosla:2003a\",\"bibbaseid\":\"soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"A Probabilistic Approach for Dynamic State Estimation Using Visual Information\",\"booktitle\":\"Lectures Notes in Computer Science, LNCS 2821\",\"pages\":\"421-435\",\"year\":\"2003\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:khosla:2003b,\\n  author\\t= {A. Soto and P. Khosla},\\n  title\\t\\t= {A Probabilistic Approach for Dynamic State Estimation\\n\\t\\t  Using Visual Information},\\n  booktitle\\t= {Lectures Notes in Computer Science, LNCS 2821},\\n  pages\\t\\t= {421-435},\\n  year\\t\\t= {2003},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Khosla, P.\"],\"key\":\"soto:khosla:2003b\",\"id\":\"soto:khosla:2003b\",\"bibbaseid\":\"soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"Adaptive Agent Based System for State Estimation Using Dynamic Multidimentional Information Sources\",\"booktitle\":\"Lectures Notes in Computer Science, LNCS 2614\",\"pages\":\"66-83\",\"year\":\"2003\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:khosla:2003c,\\n  author\\t= {A. Soto and P. Khosla},\\n  title\\t\\t= {Adaptive Agent Based System for State Estimation Using\\n\\t\\t  Dynamic Multidimentional Information Sources},\\n  booktitle\\t= {Lectures Notes in Computer Science, LNCS 2614},\\n  pages\\t\\t= {66-83},\\n  year\\t\\t= {2003},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Khosla, P.\"],\"key\":\"soto:khosla:2003c\",\"id\":\"soto:khosla:2003c\",\"bibbaseid\":\"soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"P.\"],\"propositions\":[],\"lastnames\":[\"Khosla\"],\"suffixes\":[]}],\"title\":\"Probabilistic Adaptive Agent Based System for Dynamic State Estimation Using Multiple Visual Cues\",\"journal\":\"Springer Tracts in Advanced Robotics (STAR)\",\"volume\":\"6\",\"pages\":\"559-572\",\"year\":\"2003\",\"abstract\":\"\",\"url\":\"\",\"bibtex\":\"@InProceedings{\\t  soto:khosla:2003d,\\n  author\\t= {A. Soto and P. Khosla},\\n  title\\t\\t= {Probabilistic Adaptive Agent Based System for Dynamic\\n\\t\\t  State Estimation Using Multiple Visual Cues},\\n  journal\\t= {Springer Tracts in Advanced Robotics (STAR)},\\n  volume\\t= {6},\\n  pages\\t\\t= {559-572},\\n  year\\t\\t= {2003},\\n  abstract\\t= {},\\n  url\\t\\t= {}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Khosla, P.\"],\"key\":\"soto:khosla:2003d\",\"id\":\"soto:khosla:2003d\",\"bibbaseid\":\"soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"F.\"],\"propositions\":[],\"lastnames\":[\"Zavala\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Araneda\"],\"suffixes\":[]}],\"title\":\"An Accelerated Algorithm for Density Estimation in Large Databases, Using Gaussian Mixtures\",\"journal\":\"Cybernetics and Systems: An International Journal\",\"volume\":\"38\",\"number\":\"2\",\"pages\":\"123-139\",\"year\":\"2007\",\"abstract\":\"Today, with the advances of computer storage and technology, there are huge datasets available, offering an opportunity to extract valuable information. Probabilistic approaches are specially suited to learn from data by representing knowledge as density functions. In this paper, we choose Gaussian Mixture Models (GMMs) to represent densities, as they possess great flexibility to adequate to a wide class of problems. The classical estimation approach for GMMs corresponds to the iterative algorithm of Expectation Maximization. This approach, however, does not scale properly to meet the high demanding processing requirements of large databases. In this paper we introduce an EM-based algorithm, that solves the scalability problem. Our approach is based on the concept of data condensation which, in addition to substantially diminishing the computational load, provides sound starting values that allow the algorithm to reach convergence faster. We also focus on the model selection problem. We test our algorithm using synthetic and real databases, and find several advantages, when compared to other standard existing procedures.\",\"url\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf\",\"bibtex\":\"@Article{\\t  soto:zavala:araneda:2007,\\n  author\\t= {A. Soto and F. Zavala and A. Araneda},\\n  title\\t\\t= {An Accelerated Algorithm for Density Estimation in Large\\n\\t\\t  Databases, Using Gaussian Mixtures},\\n  journal\\t= {Cybernetics and Systems: An International Journal},\\n  volume\\t= {38},\\n  number\\t= {2},\\n  pages\\t\\t= {123-139},\\n  year\\t\\t= {2007},\\n  abstract\\t= {Today, with the advances of computer storage and\\n\\t\\t  technology, there are huge datasets available, offering an\\n\\t\\t  opportunity to extract valuable information. Probabilistic\\n\\t\\t  approaches are specially suited to learn from data by\\n\\t\\t  representing knowledge as density functions. In this paper,\\n\\t\\t  we choose Gaussian Mixture Models (GMMs) to represent\\n\\t\\t  densities, as they possess great flexibility to adequate to\\n\\t\\t  a wide class of problems. The classical estimation approach\\n\\t\\t  for GMMs corresponds to the iterative algorithm of\\n\\t\\t  Expectation Maximization. This approach, however, does not\\n\\t\\t  scale properly to meet the high demanding processing\\n\\t\\t  requirements of large databases. In this paper we introduce\\n\\t\\t  an EM-based algorithm, that solves the scalability problem.\\n\\t\\t  Our approach is based on the concept of data condensation\\n\\t\\t  which, in addition to substantially diminishing the\\n\\t\\t  computational load, provides sound starting values that\\n\\t\\t  allow the algorithm to reach convergence faster. We also\\n\\t\\t  focus on the model selection problem. We test our algorithm\\n\\t\\t  using synthetic and real databases, and find several\\n\\t\\t  advantages, when compared to other standard existing\\n\\t\\t  procedures.},\\n  url\\t\\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf}\\n}\\n\\n\",\"author_short\":[\"Soto, A.\",\"Zavala, F.\",\"Araneda, A.\"],\"key\":\"soto:zavala:araneda:2007\",\"id\":\"soto:zavala:araneda:2007\",\"bibbaseid\":\"soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":2,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"R.\",\"Toro\"],\"firstnames\":[\"J.\",\"Baier\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"C.\",\"Ruz\"],\"firstnames\":[\"A.\",\"Soto\"],\"suffixes\":[]}],\"title\":\"How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval\",\"booktitle\":\"IJCAI\",\"year\":\"2017\",\"abstract\":\"The knowledge representation community has built general-purpose ontologies which contain large amounts of commonsense knowledge over relevant aspects of the world, including useful visual information, e.g.: \\\"a ball is used by a football player\\\", \\\"a tennis player is located at a tennis court\\\". Current state-of-the-art approaches for visual recognition do not exploit these rule-based knowledge sources. Instead, they learn recognition models directly from training examples. In this paper, we study how general-purpose ontologies—specifically, MIT's ConceptNet ontology—can improve the performance of state-of-the-art vision systems. As a testbed, we tackle the problem of sentence-based image retrieval. Our retrieval approach incorporates knowledge from ConceptNet on top of a large pool of object detectors derived from a deep learning technique. In our experiments, we show that ConceptNet can improve performance on a common benchmark dataset. Key to our performance is the use of the ESPGAME dataset to select visually relevant relations from ConceptNet. Consequently, a main conclusion of this work is that general-purpose commonsense ontologies improve performance on visual reasoning tasks when properly filtered to select meaningful visual relations. \",\"url\":\"https://arxiv.org/abs/1705.08844\",\"bibtex\":\"@InProceedings{\\t  toro:etal:2017,\\n  author\\t= {R. Toro, J. Baier, C. Ruz, A. Soto},\\n  title\\t\\t= {How a General-Purpose Commonsense Ontology can Improve\\n\\t\\t  Performance of Learning-Based Image Retrieval},\\n  booktitle\\t= {{IJCAI}},\\n  year\\t\\t= {2017},\\n  abstract\\t= {The knowledge representation community has built\\n\\t\\t  general-purpose ontologies which contain large amounts of\\n\\t\\t  commonsense knowledge over relevant aspects of the world,\\n\\t\\t  including useful visual information, e.g.: \\\"a ball is used\\n\\t\\t  by a football player\\\", \\\"a tennis player is located at a\\n\\t\\t  tennis court\\\". Current state-of-the-art approaches for\\n\\t\\t  visual recognition do not exploit these rule-based\\n\\t\\t  knowledge sources. Instead, they learn recognition models\\n\\t\\t  directly from training examples. In this paper, we study\\n\\t\\t  how general-purpose ontologies---specifically, MIT's\\n\\t\\t  ConceptNet ontology---can improve the performance of\\n\\t\\t  state-of-the-art vision systems. As a testbed, we tackle\\n\\t\\t  the problem of sentence-based image retrieval. Our\\n\\t\\t  retrieval approach incorporates knowledge from ConceptNet\\n\\t\\t  on top of a large pool of object detectors derived from a\\n\\t\\t  deep learning technique. In our experiments, we show that\\n\\t\\t  ConceptNet can improve performance on a common benchmark\\n\\t\\t  dataset. Key to our performance is the use of the ESPGAME\\n\\t\\t  dataset to select visually relevant relations from\\n\\t\\t  ConceptNet. Consequently, a main conclusion of this work is\\n\\t\\t  that general-purpose commonsense ontologies improve\\n\\t\\t  performance on visual reasoning tasks when properly\\n\\t\\t  filtered to select meaningful visual relations. },\\n  url\\t\\t= {https://arxiv.org/abs/1705.08844}\\n}\\n\\n\",\"author_short\":[\"R. Toro, J. B.\",\"C. Ruz, A. S.\"],\"key\":\"toro:etal:2017\",\"id\":\"toro:etal:2017\",\"bibbaseid\":\"rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://arxiv.org/abs/1705.08844\"},\"metadata\":{\"authorlinks\":{}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lin\"],\"firstnames\":[\"Yi-ling\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Yue\"],\"firstnames\":[\"Zhen\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Real\"],\"firstnames\":[\"William\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 23rd ACM conference on Hypertext and social media\",\"organization\":\"ACM\",\"pages\":\"113–122\",\"title\":\"Evaluating tag-based information access in image collections\",\"year\":\"2012\",\"bibtex\":\"@InProceedings{\\t  trattner2012evaluating,\\n  author\\t= {Trattner, Christoph and Lin, Yi-ling and Parra, Denis and\\n\\t\\t  Yue, Zhen and Real, William and Brusilovsky, Peter},\\n  booktitle\\t= {Proceedings of the 23rd ACM conference on Hypertext and\\n\\t\\t  social media},\\n  organization\\t= {ACM},\\n  pages\\t\\t= {113--122},\\n  title\\t\\t= {Evaluating tag-based information access in image\\n\\t\\t  collections},\\n  year\\t\\t= {2012}\\n}\\n\\n\",\"author_short\":[\"Trattner, C.\",\"Lin, Y.\",\"Parra, D.\",\"Yue, Z.\",\"Real, W.\",\"Brusilovsky, P.\"],\"key\":\"trattner2012evaluating\",\"id\":\"trattner2012evaluating\",\"bibbaseid\":\"trattner-lin-parra-yue-real-brusilovsky-evaluatingtagbasedinformationaccessinimagecollections-2012\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Eberhard\"],\"firstnames\":[\"Lukas\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Wen\"],\"firstnames\":[\"Xidao\"],\"suffixes\":[]}],\"booktitle\":\"Proceedings of the 23rd international conference companion on World wide web\",\"title\":\"Who will Trade with Whom? Predicting Buyer-Seller Interactions in Online Trading Platforms through Social Networks\",\"url\":\"http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf\",\"year\":\"2014\",\"bdsk-url-1\":\"http://web.ing.puc.cl/ dparra/pdfs/whowilltrade_www14.pdf\",\"bibtex\":\"@InProceedings{\\t  trattner2014will,\\n  author\\t= {Trattner, Christoph and Parra, Denis and Eberhard, Lukas\\n\\t\\t  and Wen, Xidao},\\n  booktitle\\t= {Proceedings of the 23rd international conference companion\\n\\t\\t  on World wide web},\\n  title\\t\\t= {Who will Trade with Whom? Predicting Buyer-Seller\\n\\t\\t  Interactions in Online Trading Platforms through Social\\n\\t\\t  Networks},\\n  url\\t\\t= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf},\\n  year\\t\\t= {2014},\\n  bdsk-url-1\\t= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf}\\n}\\n\\n\",\"author_short\":[\"Trattner, C.\",\"Parra, D.\",\"Eberhard, L.\",\"Wen, X.\"],\"key\":\"trattner2014will\",\"id\":\"trattner2014will\",\"bibbaseid\":\"trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":4,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Monitoring obesity prevalence in the United States through bookmarking activities in online food portals\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Elsweiler\"],\"firstnames\":[\"David\"],\"suffixes\":[]}],\"journal\":\"PloS one\",\"volume\":\"12\",\"number\":\"6\",\"pages\":\"e0179144\",\"year\":\"2017\",\"publisher\":\"Public Library of Science\",\"url\":\"https://doi.org/10.1371/journal.pone.0179144\",\"bibtex\":\"@Article{\\t  trattner2017monitoring,\\n  title\\t\\t= {Monitoring obesity prevalence in the United States through\\n\\t\\t  bookmarking activities in online food portals},\\n  author\\t= {Trattner, Christoph and Parra, Denis and Elsweiler,\\n\\t\\t  David},\\n  journal\\t= {PloS one},\\n  volume\\t= {12},\\n  number\\t= {6},\\n  pages\\t\\t= {e0179144},\\n  year\\t\\t= {2017},\\n  publisher\\t= {Public Library of Science},\\n  url\\t\\t= {https://doi.org/10.1371/journal.pone.0179144}\\n}\\n\\n\",\"author_short\":[\"Trattner, C.\",\"Parra, D.\",\"Elsweiler, D.\"],\"key\":\"trattner2017monitoring\",\"id\":\"trattner2017monitoring\",\"bibbaseid\":\"trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1371/journal.pone.0179144\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Trattner\"],\"firstnames\":[\"Christoph\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Oberegger\"],\"firstnames\":[\"Alexander\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Marinho\"],\"firstnames\":[\"Leandro\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]}],\"title\":\"Investigating the utility of the weather context for point of interest recommendations\",\"journal\":\"Information Technology & Tourism\",\"year\":\"2018\",\"issn\":\"1943-4294\",\"doi\":\"10.1007/s40558-017-0100-9\",\"url\":\"https://doi.org/10.1007/s40558-017-0100-9\",\"bibtex\":\"@Article{\\t  trattner2018,\\n  author\\t= \\\"Trattner, Christoph and Oberegger, Alexander and Marinho,\\n\\t\\t  Leandro and Parra, Denis\\\",\\n  title\\t\\t= \\\"Investigating the utility of the weather context for point\\n\\t\\t  of interest recommendations\\\",\\n  journal\\t= \\\"Information Technology {\\\\&} Tourism\\\",\\n  year\\t\\t= \\\"2018\\\",\\n  issn\\t\\t= \\\"1943-4294\\\",\\n  doi\\t\\t= \\\"10.1007/s40558-017-0100-9\\\",\\n  url\\t\\t= \\\"https://doi.org/10.1007/s40558-017-0100-9\\\"\\n}\\n\\n\",\"author_short\":[\"Trattner, C.\",\"Oberegger, A.\",\"Marinho, L.\",\"Parra, D.\"],\"key\":\"trattner2018\",\"id\":\"trattner2018\",\"bibbaseid\":\"trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://doi.org/10.1007/s40558-017-0100-9\"},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Troussov\"],\"firstnames\":[\"Alexander\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"Denis\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"Peter\"],\"suffixes\":[]}],\"journal\":\"Recommender Systems & the Social Web\",\"title\":\"Spreading Activation Approach to Tag-aware Recommenders: Modeling Similarity on Multidimensional Networks\",\"year\":\"2009\",\"bibtex\":\"@InProceedings{\\t  troussov2009spreading,\\n  author\\t= {Troussov, Alexander and Parra, Denis and Brusilovsky,\\n\\t\\t  Peter},\\n  journal\\t= {Recommender Systems \\\\& the Social Web},\\n  title\\t\\t= {Spreading Activation Approach to Tag-aware Recommenders:\\n\\t\\t  Modeling Similarity on Multidimensional Networks},\\n  year\\t\\t= {2009}\\n}\\n\\n\",\"author_short\":[\"Troussov, A.\",\"Parra, D.\",\"Brusilovsky, P.\"],\"key\":\"troussov2009spreading\",\"id\":\"troussov2009spreading\",\"bibbaseid\":\"troussov-parra-brusilovsky-spreadingactivationapproachtotagawarerecommendersmodelingsimilarityonmultidimensionalnetworks-2009\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"parra, d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Troussov\"],\"firstnames\":[\"A\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Dařena\"],\"firstnames\":[\"F\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Žižka\"],\"firstnames\":[\"J\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Parra\"],\"firstnames\":[\"D\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Brusilovsky\"],\"firstnames\":[\"P\"],\"suffixes\":[]}],\"journal\":\"Acta univ. agric. et 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d\":\"https://dparra.sitios.ing.uc.cl/publications.php\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"X.\"],\"propositions\":[],\"lastnames\":[\"Zang\"],\"suffixes\":[]},{\"firstnames\":[\"Ashwini\"],\"propositions\":[],\"lastnames\":[\"Pokle\"],\"suffixes\":[]},{\"firstnames\":[\"Kevin\"],\"propositions\":[],\"lastnames\":[\"Chen\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Vazquez\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Savaresse\"],\"suffixes\":[]}],\"title\":\"Translating Navigation Instructions in Natural Language to a High-Level Plan for Behavioral Robot Navigation\",\"booktitle\":\"EMNLP\",\"year\":\"2018\",\"abstract\":\"We propose an end-to-end deep learning model for translating free-form natural language instructions to a high-level plan for behavioral robot navigation. We use attention models to connect information from both the user instructions and a topological representation of the environment. We evaluate our model's performance on a new dataset containing 10,050 pairs of navigation instructions. Our model significantly outperforms baseline approaches. Furthermore, our results suggest that it is possible to leverage the environment map as a relevant knowledge base to facilitate the translation of free-form navigational instruction.\",\"url\":\"https://arxiv.org/abs/1810.00663\",\"bibtex\":\"@InProceedings{\\t  xiaoxue:etal:2018,\\n  author\\t= {X. Zang and Ashwini Pokle and Kevin Chen and M. Vazquez\\n\\t\\t  and JC. Niebles and A. Soto and S. Savaresse},\\n  title\\t\\t= {Translating Navigation Instructions in Natural Language to\\n\\t\\t  a High-Level Plan for Behavioral Robot Navigation},\\n  booktitle\\t= {EMNLP},\\n  year\\t\\t= {2018},\\n  abstract\\t= {We propose an end-to-end deep learning model for\\n\\t\\t  translating free-form natural language instructions to a\\n\\t\\t  high-level plan for behavioral robot navigation. We use\\n\\t\\t  attention models to connect information from both the user\\n\\t\\t  instructions and a topological representation of the\\n\\t\\t  environment. We evaluate our model's performance on a new\\n\\t\\t  dataset containing 10,050 pairs of navigation instructions.\\n\\t\\t  Our model significantly outperforms baseline approaches.\\n\\t\\t  Furthermore, our results suggest that it is possible to\\n\\t\\t  leverage the environment map as a relevant knowledge base\\n\\t\\t  to facilitate the translation of free-form navigational\\n\\t\\t  instruction.},\\n  url\\t\\t= {https://arxiv.org/abs/1810.00663}\\n}\\n\\n\",\"author_short\":[\"Zang, X.\",\"Pokle, A.\",\"Chen, K.\",\"Vazquez, M.\",\"Niebles, J.\",\"Soto, A.\",\"Savaresse, S.\"],\"key\":\"xiaoxue:etal:2018\",\"id\":\"xiaoxue:etal:2018\",\"bibbaseid\":\"zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"https://arxiv.org/abs/1810.00663\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":0,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"ResiliNet: Failure-Resilient Inference in Distributed Neural Networks\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Yousefpour\"],\"firstnames\":[\"Ashkan\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Nguyen\"],\"firstnames\":[\"Brian\",\"Q\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Devic\"],\"firstnames\":[\"Siddartha\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Wang\"],\"firstnames\":[\"Guanhua\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kreidieh\"],\"firstnames\":[\"Aboudy\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Lobel\"],\"firstnames\":[\"Hans\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Bayen\"],\"firstnames\":[\"Alexandre\",\"M\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Jue\"],\"firstnames\":[\"Jason\",\"P\"],\"suffixes\":[]}],\"journal\":\"arXiv e-prints\",\"pages\":\"arXiv–2002\",\"year\":\"2020\",\"bibtex\":\"@Article{\\t  yousefpour2020resilinet,\\n  title\\t\\t= {ResiliNet: Failure-Resilient Inference in Distributed\\n\\t\\t  Neural Networks},\\n  author\\t= {Yousefpour, Ashkan and Nguyen, Brian Q and Devic,\\n\\t\\t  Siddartha and Wang, Guanhua and Kreidieh, Aboudy and Lobel,\\n\\t\\t  Hans and Bayen, Alexandre M and Jue, Jason P},\\n  journal\\t= {arXiv e-prints},\\n  pages\\t\\t= {arXiv--2002},\\n  year\\t\\t= {2020}\\n}\\n\\n\",\"author_short\":[\"Yousefpour, A.\",\"Nguyen, B. Q\",\"Devic, S.\",\"Wang, G.\",\"Kreidieh, A.\",\"Lobel, H.\",\"Bayen, A. M\",\"Jue, J. P\"],\"key\":\"yousefpour2020resilinet\",\"id\":\"yousefpour2020resilinet\",\"bibbaseid\":\"yousefpour-nguyen-devic-wang-kreidieh-lobel-bayen-jue-resilinetfailureresilientinferenceindistributedneuralnetworks-2020\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"author\":[{\"firstnames\":[\"X.\"],\"propositions\":[],\"lastnames\":[\"Zang\"],\"suffixes\":[]},{\"firstnames\":[\"M.\"],\"propositions\":[],\"lastnames\":[\"Vázquez\"],\"suffixes\":[]},{\"firstnames\":[\"JC.\"],\"propositions\":[],\"lastnames\":[\"Niebles\"],\"suffixes\":[]},{\"firstnames\":[\"A.\"],\"propositions\":[],\"lastnames\":[\"Soto\"],\"suffixes\":[]},{\"firstnames\":[\"S.\"],\"propositions\":[],\"lastnames\":[\"Savarese\"],\"suffixes\":[]}],\"title\":\"Behavioral Indoor Navigation With Natural Language Directions\",\"booktitle\":\"HRI\",\"year\":\"2018\",\"abstract\":\"We describe a behavioral navigation approach that leverages the rich semantic structure of human environments to enable robots to navigate without an explicit geometric representation of the world. Based on this approach, we then present our efforts to allow robots to follow navigation instructions in natural language. With our proof-of-concept implementation, we were able to translate natural language navigation commands into a sequence of behaviors that could then be executed by a robot to reach a desired goal.\",\"url\":\"http://www.marynel.net/static/pdfs/zang-HRI18.pdf\",\"bibtex\":\"@InProceedings{\\t  zang:etal:2018,\\n  author\\t= {X. Zang and M. Vázquez and JC. Niebles and A. Soto and S.\\n\\t\\t  Savarese},\\n  title\\t\\t= {Behavioral Indoor Navigation With Natural Language\\n\\t\\t  Directions},\\n  booktitle\\t= {{HRI}},\\n  year\\t\\t= {2018},\\n  abstract\\t= {We describe a behavioral navigation approach that\\n\\t\\t  leverages the rich semantic structure of human environments\\n\\t\\t  to enable robots to navigate without an explicit geometric\\n\\t\\t  representation of the world. Based on this approach, we\\n\\t\\t  then present our efforts to allow robots to follow\\n\\t\\t  navigation instructions in natural language. With our\\n\\t\\t  proof-of-concept implementation, we were able to translate\\n\\t\\t  natural language navigation commands into a sequence of\\n\\t\\t  behaviors that could then be executed by a robot to reach a\\n\\t\\t  desired goal.},\\n  url\\t\\t= {http://www.marynel.net/static/pdfs/zang-HRI18.pdf}\\n}\\n\",\"author_short\":[\"Zang, X.\",\"Vázquez, M.\",\"Niebles, J.\",\"Soto, A.\",\"Savarese, S.\"],\"key\":\"zang:etal:2018\",\"id\":\"zang:etal:2018\",\"bibbaseid\":\"zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018\",\"role\":\"author\",\"urls\":{\"Paper\":\"http://www.marynel.net/static/pdfs/zang-HRI18.pdf\"},\"metadata\":{\"authorlinks\":{\"soto, a\":\"https://asoto.ing.puc.cl/publications/\"}},\"downloads\":3,\"html\":\"\"}],\n      metadata: {\"authorlinks\":{}},\n      ownerID: undefined\n    };\n  </script>\n\n  <script type=\"text/javascript\">\n  var site$;\n  if (typeof $ != 'undefined') {\n    console.log('existing jquery: storing and then restoring');\n    site$ = $;\n    $ = null;\n  }\n  </script>\n\n  <script src=\"https://ajax.googleapis.com/ajax/libs/jquery/2.2.4/jquery.min.js\">\n  </script>\n  <script type=\"text/javascript\">\n  if (site$) {\n    console.log('existing jquery: avoiding conflict and restoring');\n    bb$ = $.noConflict(true);\n    $ = site$;\n  } else {\n    bb$ = $;\n  }\n  </script>\n\n  <script src=\"//bibbase.org/js/bibbase.min.js\"\n          type=\"text/javascript\">\n  </script>\n\n  <script type=\"text/javascript\"\n          src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML\">\n  </script>\n  <script type=\"text/x-mathjax-config\">\n    MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\\\(','\\\\)']]},\n                        skipTags: [\"body\"],\n                        processClass: \"bibbase_paper\"});\n  </script>\n\n  <style>\n  @media print {\n    .dontprint {\n        display: none !important;\n    }\n\n  .bibbase_group {\n    background-color: #E0E0E0;\n    font-style: italic;\n    font-size: larger;\n    text-shadow: 0px 0px 3px #FFFFFF;\n    border-radius: 4px 4px 4px 4px;\n    -moz-border-radius: 4px 4px 4px 4px;\n    -webkit-border-radius: 4px;\n    padding: 5px 40px 5px;\n    margin-top: 10px;\n    margin-bottom: 5px;\n    cursor: pointer;\n  }\n\n  .bibbase_paper {\n    margin-bottom: 5px;\n  }\n\n  }\n  </style>\n\n  \n  <div style=\"float: right; margin-right: 10px; margin-top: 10px; text-align: right; font-size: 12px\">\n    generated by\n    <a href=\"//bibbase.org\"\n       onclick=\"trackOutboundLink('bibbase', 'logo clicked', window.location.href, '//bibbase.org'); return false;\">\n      <img src=\"//bibbase.org/img/logo.svg\"\n           style=\"vertical-align: middle; margin-left: 3px; height: 16px;\"/\n           alt=\"bibbase.org\"\n           title=\"BibBase – The easiest way to maintain your publications page.\"\n        ></a>\n    \n  </div>\n  \n\n  <div id=\"bibbase_header\" class=\"dontprint\" style=\"\">\n\n    <ul class=\"nav nav-pills\" style=\"margin: 0px;\">\n\n      <li class=\"dropdown\" id=\"groupby_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\">\n          Group by\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li class=\"groupby year\"><a onclick=\"groupby('year')\">\n            Year</a>\n        </li>\n        <li class=\"groupby author\"><a onclick=\"groupby('author_short')\">\n            Author</a>\n        </li>\n        <li class=\"groupby type\"><a onclick=\"groupby('type')\">\n            Type</a>\n        </li>\n        <li class=\"groupby keyword\"><a onclick=\"groupby('keyword')\">\n            Keyword</a>\n        </li>\n        <li class=\"groupby downloads\"><a onclick=\"groupby('downloads')\">\n            Downloads</a>\n        </li>\n      </ul>\n      </li>\n\n\n      <li class=\"dropdown\" id=\"menu_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\" alt=\"controls\">\n          <i class=\"fa fa-reorder\" alt=\"controls\"></i>\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li>\n          <a onclick=\"toggleAll()\">\n            <i class=\"fa fa-chevron-down fa-fw\"></i> Expand/Collapse All\n          </a>\n        </li>\n        <li>\n          <a download=\"pubs.bib\" href=\"data:text/bibtex;base64,@InProceedings{	  8569404,
  author	= {Catalán, Hernán F. and Lobel, Hans and Herrera, Juan
		  C.},
  booktitle	= {2018 21st International Conference on Intelligent
		  Transportation Systems (ITSC)},
  title		= {Classifying Drivers' Behavior in Public Transport using
		  Inertial Measurement Units and Decision Trees},
  year		= {2018},
  volume	= {},
  number	= {},
  pages		= {217-222},
  doi		= {10.1109/ITSC.2018.8569404}
}



@Article{	  8708245,
  author	= {Méndez, José Tomás and Lobel, Hans and Parra, Denis and
		  Herrera, Juan Carlos},
  journal	= {IEEE Access},
  title		= {Using Twitter to Infer User Satisfaction With Public
		  Transport: The Case of Santiago, Chile},
  year		= {2019},
  volume	= {7},
  number	= {},
  pages		= {60255-60263},
  doi		= {10.1109/ACCESS.2019.2915107}
}



@Article{	  9410222,
  author	= {Correa, Pedro Pablo and Cipriano, Aldo and Nuñez, Felipe
		  and Salas, Juan Carlos and Lobel, Hans},
  journal	= {IEEE Access},
  title		= {Forecasting copper electrorefining cathode rejection by
		  means of recurrent neural networks with attention
		  mechanism},
  year		= {2021},
  volume	= {},
  number	= {},
  pages		= {1-1},
  doi		= {10.1109/ACCESS.2021.3074780}
}



@InProceedings{	  10.1145/3448139.3448203,
  author	= {Hilliger, Isabel and Miranda, Constanza and Schuit,
		  Gregory and Duarte, Fernando and Anselmo, Martin and Parra,
		  Denis},
  title		= {Evaluating a Learning Analytics Dashboard to Visualize
		  Student Self-Reports of Time-on-Task: A Case Study in a
		  Latin American University},
  year		= {2021},
  isbn		= {9781450389358},
  url		= {https://doi.org/10.1145/3448139.3448203},
  doi		= {10.1145/3448139.3448203},
  booktitle	= {LAK21: 11th International Learning Analytics and Knowledge
		  Conference},
  pages		= {592–598},
  series	= {LAK21}
}



@InProceedings{	  1706.07515,
  author	= {Vicente Dominguez and Pablo Messina and Denis Parra and
		  Domingo Mery and Christoph Trattner and Alvaro Soto},
  title		= {Comparing Neural and Attractiveness-based Visual Features
		  for Artwork Recommendation},
  year		= {2017},
  eprint	= {arXiv:1706.07515},
  url		= {https://arxiv.org/pdf/1706.07515.pdf},
  doi		= {10.1145/3125486.3125495},
  booktitle	= {Proceedings of the Workshop on Deep Learning for
		  Recommender Systems, co-located at RecSys 2017}
}



@InProceedings{	  1807.09870,
  author	= {Felipe del Rio and Pablo Messina and Vicente Dominguez and
		  Denis Parra},
  title		= {Do Better ImageNet Models Transfer Better... for Image
		  Recommendation?},
  year		= {2018},
  eprint	= {arXiv:1807.09870},
  url		= "https://arxiv.org/abs/1807.09870",
  booktitle	= {2nd workshop on Intelligent Recommender Systems by
		  Knowledge Transfer and Learning}
}



@Article{	  activecarvallo2020,
  title		= "Automatic document screening of medical literature using
		  word and text embeddings in an active learning setting",
  journal	= "Scientometrics",
  year		= "2020",
  doi		= "10.1007/s11192-020-03648-6",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf",
  author	= "Andres Carvallo and Denis Parra and Hans Lobel and Alvaro
		  Soto",
  keywords	= "Active learning, Document screening, Natural language
		  processing"
}



@InProceedings{	  aguilera:etat:2007,
  author	= {JM. Aguilera and A. Cipriano and M. Erana and I. Lillo and
		  D. Mery and A. Soto and C. Valdivieso},
  title		= {Computer Vision for Quality Control in Latin American Food
		  Industry, A Case Study},
  booktitle	= {Int. Conf. on Computer Vision (ICCV): Workshop on Computer
		  Vision Applications for Developing Countries},
  pages		= {},
  year		= {2007},
  abstract	= {},
  url		= {}
}



@InProceedings{	  alfaro:etal:2013,
  author	= { A. Alfaro and D. Mery and A. Soto},
  title		= {Human Action Recognition from Inter-Temporal Dictionaries
		  of Key-Sequences},
  booktitle	= {6th Pacific-Rim Symposium on Image and Video Technology,
		  PSIVT},
  year		= {2013},
  abstract	= {This paper addresses the human action recognition in video
		  by proposing a method based on three main processing steps.
		  First, we tackle problems related to intraclass variations
		  and differences in video lengths. We achieve this by
		  reducing an input video to a set of key-sequences that
		  represent atomic meaningful acts of each action class.
		  Second, we use sparse coding techniques to learn a
		  representation for each key-sequence. We then join these
		  representations still preserving information about temporal
		  relationships. We believe that this is a key step of our
		  approach because it provides not only a suitable shared rep
		  resentation to characterize atomic acts, but it also
		  encodes global tem poral consistency among these acts.
		  Accordingly, we call this represen tation inter-temporal
		  acts descriptor. Third, we use this representation and
		  sparse coding techniques to classify new videos. Finally,
		  we show that, our approach outperforms several
		  state-of-the-art methods when is tested using common
		  benchmarks.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf}
}



@InProceedings{	  anali:etal:2016,
  author	= {A. Alfaro and D. Mery and A. Soto},
  title		= {Action Recognition in Video Using Sparse Coding and
		  Relative Features},
  booktitle	= {{CVPR}},
  year		= {2016},
  abstract	= {This work presents an approach to category-based action
		  recognition in video using sparse coding techniques. The
		  proposed approach includes two main contributions: i) A new
		  method to handle intra-class variations by decomposing each
		  video into a reduced set of representative atomic action
		  acts or key-sequences, and ii) A new video descriptor,
		  ITRA: Inter-Temporal Relational Act Descriptor, that
		  exploits the power of comparative reasoning to capture
		  relative similarity relations among key-sequences. In terms
		  of the method to obtain key-sequences, we introduce a loss
		  function that, for each video, leads to the identification
		  of a sparse set of representative key-frames capturing
		  both, relevant particularities arising in the input video,
		  as well as relevant generalities arising in the complete
		  class collection. In terms of the method to obtain the ITRA
		  descriptor, we introduce a novel scheme to quantify
		  relative intra and inter-class similarities among local
		  temporal patterns arising in the videos. The resulting ITRA
		  descriptor demonstrates to be highly effective to
		  discriminate among action categories. As a result, the
		  proposed approach reaches remarkable action recognition
		  performance on several popular benchmark datasets,
		  outperforming alternative state-of-the-art techniques by a
		  large margin.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf}
}



@Article{	  andjelkovic2018,
  title		= "Moodplay: Interactive Music Recommendation based on
		  Artists’ Mood Similarity ",
  author	= "Andjelkovic, Ivana and Parra, Denis and O'Donovan, John",
  journal	= "International Journal of Human-Computer Studies ",
  volume	= "",
  number	= "",
  pages		= " - ",
  year		= "2018",
  issn		= "1071-5819",
  doi		= "10.1016/j.ijhcs.2018.04.004",
  keywords	= "interactive visualization, recommender systems, artists'
		  emotion, music recommendation, user study",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf"
}



@Article{	  araneda:fienberg:soto:2007,
  author	= {A. Araneda and S. Fienberg and A. Soto},
  title		= {A Statistical approach to simultaneous mapping and
		  localization for mobile robots},
  journal	= {The Annals of Applied Statistics},
  volume	= {1},
  number	= {1},
  pages		= {66-84},
  year		= {2007},
  abstract	= {},
  url		= {}
}



@InProceedings{	  araneda:soto:2004,
  author	= {A. Araneda and A. Soto,},
  title		= {Statistical Inference in Mapping and Localization for
		  Mobile Robots},
  booktitle	= {Advances in Artificial Intelligence, Iberamia-04, LNAI
		  3315},
  pages		= {545-554},
  year		= {2004},
  abstract	= {},
  url		= {}
}



@InProceedings{	  araneda:soto:2005,
  author	= {A. Araneda and A. Soto},
  title		= {Important Sampling in Mapping and Localization by a Mobile
		  Robot},
  booktitle	= {Workshop on Case Studies of Bayesian Statistics},
  year		= {2005},
  abstract	= {},
  url		= {}
}



@InProceedings{	  araujo2019,
  author	= {Araujo, Vladimir and Rios, Felipe and Parra, Denis},
  title		= {Data Mining for Item Recommendation in MOBA Games},
  booktitle	= {Proceedings of the 13th ACM Conference on Recommender
		  Systems},
  series	= {RecSys '19},
  year		= {2019},
  location	= {Copenhagen, Denmark},
  pages		= {393--397},
  numpages	= {5},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf},
  doi		= {10.1145/3298689.3346986},
  publisher	= {ACM},
  keywords	= {MOBA games, data mining, item recommendation}
}



@InProceedings{	  bailey2018,
  author	= "Bailey, Samuel M. and Wei, Justin A. and Wang, Chaoli and
		  Parra, Denis and Brusilovsky, Peter",
  title		= "CNVis: A Web-Based Visual Analytics Tool for Exploring
		  Conference Navigator Data",
  booktitle	= {IS&T Electronic Imaging 2018 Symposium },
  year		= "2018",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf"
}



@InProceedings{	  balbymarinho:2015:rpr:2792838.2799674,
  acmid		= {2799674},
  address	= {New York, NY, USA},
  author	= {Balby Marinho, Leandro and Trattner, Christoph and Parra,
		  Denis},
  booktitle	= {Proceedings of the 9th ACM Conference on Recommender
		  Systems},
  date-added	= {2015-12-30 15:00:53 +0000},
  date-modified	= {2015-12-30 15:05:38 +0000},
  doi		= {10.1145/2792838.2799674},
  isbn		= {978-1-4503-3692-5},
  keywords	= {location-based recommendations, virtual environments},
  location	= {Vienna, Austria},
  numpages	= {4},
  pages		= {245--248},
  publisher	= {ACM},
  series	= {RecSys '15},
  title		= {Are Real-World Place Recommender Algorithms Useful in
		  Virtual World Environments?},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf},
  year		= {2015},
  bdsk-url-1	= {http://doi.acm.org/10.1145/2792838.2799674},
  bdsk-url-2	= {http://dx.doi.org/10.1145/2792838.2799674}
}



@InProceedings{	  ben:etal:2018,
  author	= {B. Zhang and JC. Niebles and A. Soto},
  title		= {Interpretable Visual Question Answering by Visual
		  Grounding from Automatic Attention Annotations},
  booktitle	= {WACV},
  year		= {2019},
  abstract	= {A key aspect of VQA models that are interpretable is their
		  ability to ground their answers to relevant regions in the
		  image. Current approaches with this capability rely on
		  supervised learning and human annotated groundings to train
		  attention mechanisms inside the VQA architecture.
		  Unfortunately, obtaining human annotations specific for
		  visual grounding is difficult and expensive. In this work,
		  we demonstrate that we can effectively train a VQA
		  architecture with grounding supervision that can be
		  automatically obtained from available region descriptions
		  and object annotations. We also show that our model trained
		  with this mined supervision generates visual groundings
		  that achieve higher correlation to manually-annotated
		  groundings than alternative approaches, even in the case of
		  state-of-the-art algorithms that are directly trained with
		  human grounding annotations.},
  url		= {https://arxiv.org/abs/1808.00265}
}



@InProceedings{	  brusilovsky2010collaborative,
  author	= {Brusilovsky, Peter and Parra, Denis and Sahebi, Shaghayegh
		  and Wongchokprasitti, Chirayu},
  booktitle	= {Collaborative Computing: Networking, Applications and
		  Worksharing (CollaborateCom), 2010 6th International
		  Conference on},
  organization	= {IEEE},
  pages		= {1--10},
  title		= {Collaborative information finding in smaller communities:
		  The case of research talks},
  year		= {2010}
}



@Article{	  cansado:soto:2008,
  author	= {A. Cansado and A. Soto},
  title		= {Unsupervised Anomaly Detection in Large Databases Using
		  Bayesian Networks},
  journal	= {Applied Artificial Intelligence},
  volume	= {22},
  number	= {4},
  pages		= {309-330},
  year		= {2008},
  abstract	= {Today, there has been a massive proliferation of huge
		  databases storing valuable information. The opportunities
		  of an effective use of these new data sources are enormous,
		  however, the huge size and dimensionality of current large
		  databases call for new ideas to scale up current
		  statistical and computational approaches. This paper
		  presents an application of Ar- tificial Intelligence
		  technology to the problem of automatic detection of
		  candidate anomalous records in a large database. We build
		  our approach with three main goals in mind: 1)An effective
		  detection of the records that are potentially anomalous,
		  2)A suitable selection of the subset of at- tributes that
		  explains what makes a record anomalous, and 3)An efficient
		  implementation that allows us to scale the approach to
		  large databases. Our algorithm, called Bayesian Network
		  Anomaly Detector (BNAD), uses the joint probability density
		  function (pdf) provided by a Bayesian Net- work (BN) to
		  achieve these goals. By using appropriate data structures,
		  advanced caching techniques, the flexibility of Gaussian
		  Mixture models, and the efficiency of BNs to model joint
		  pdfs, BNAD manages to effi- ciently learn a suitable BN
		  from a large dataset. We test BNAD using synthetic and real
		  databases, the latter from the fields of manufacturing and
		  astronomy, obtaining encouraging results. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf}
}



@Article{	  cardoso2018,
  title		= "IntersectionExplorer, a Multi-Perspective Approach for
		  Exploring Recommendations",
  journal	= "International Journal of Human-Computer Studies",
  year		= "2018",
  issn		= "1071-5819",
  doi		= "10.1016/j.ijhcs.2018.04.008",
  author	= "Bruno Cardoso and Gayane Sedrakyan and Francisco
		  Gutiérrez and Denis Parra and Peter Brusilovsky and
		  Katrien Verbert",
  keywords	= "interactive visualization, exploration of recommendations,
		  recommender systems, set visualization, scalability, user
		  study",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf"
}



@Article{	  caro:etal:2012,
  author	= {L. Caro, J. Correa, P. Espinace, D. Maturana, R. Mitnik,
		  S. Montabone, S. Pszszfolkowski, D. Langdon, A. Araneda, D.
		  Mery, M. Torres, A. Soto},
  title		= {Indoor Mobile Robotics at Grima, PUC},
  journal	= {Journal of Intelligent and Robotic Systems},
  volume	= {66},
  pages		= {151-165},
  number	= {1-2},
  year		= {2012},
  abstract	= {This paper describes the main activities and achievements
		  of our research group on Ma- chine Intelligence and
		  Robotics (Grima) at the Computer Science Department,
		  Pontificia Uni- versidad Catolica de Chile (PUC). Since
		  2002, we have been developing an active research in the
		  area of indoor autonomous social robots. Our main focus has
		  been the cognitive side of Robotics, where we have
		  developed algorithms for autonomous navigation using
		  wheeled robots, scene recognition using vision and 3D range
		  sen- sors, and social behaviors using Markov Deci- sion
		  Processes, among others. As a distinguish- ing feature, in
		  our research we have followed a probabilistic approach,
		  deeply rooted in ma- chine learning and Bayesian
		  statistical techniques. Among our main achievements are an
		  increasing list of publications in main Robotics conference
		  and journals, and the consolidation of a research group
		  with more than 25 people among full- time professors,
		  visiting researchers, and graduate students. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf}
}



@InProceedings{	  carvallo2019,
  author	= {Carvallo, Andres and Parra, Denis},
  title		= {Comparing Word Embeddings for Document Screening based on
		  Active Learning},
  year		= {2019},
  booktitle	= {Proceedings of the 4th Joint Workshop on
		  Bibliometric-enhanced Information Retrieval and Natural
		  Language Processing for Digital Libraries (BIRNDL 2019)},
  location	= {Paris, France},
  url		= {http://ceur-ws.org/Vol-2414/paper10.pdf}
}



@Article{	  carvallo2020,
  doi		= {10.1007/s11192-020-03648-6},
  url		= {https://doi.org/10.1007/s11192-020-03648-6},
  year		= {2020},
  month		= sep,
  publisher	= {Springer Science and Business Media {LLC}},
  volume	= {125},
  number	= {3},
  pages		= {3047--3084},
  author	= {Andres Carvallo and Denis Parra and Hans Lobel and Alvaro
		  Soto},
  title		= {Automatic document screening of medical literature using
		  word and text embeddings in an active learning setting},
  journal	= {Scientometrics}
}



@Article{	  cerda2020translating,
  title		= {Translating Natural Language Instructions for Behavioral
		  Robot Navigation with a Multi-Head Attention Mechanism},
  author	= {Cerda-Mardini, Patricio and Araujo, Vladimir and Soto,
		  Alvaro},
  journal	= {arXiv preprint arXiv:2006.00697},
  year		= {2020}
}



@InProceedings{	  cheuque:2019:rso:3308560.3316457,
  author	= {Cheuque, Germ\'{a}n and Guzm\'{a}n, Jos{\'e} and Parra,
		  Denis},
  title		= {Recommender Systems for Online Video Game Platforms: The
		  Case of STEAM},
  booktitle	= {Companion Proceedings of The 2019 World Wide Web
		  Conference},
  series	= {WWW '19},
  year		= {2019},
  isbn		= {978-1-4503-6675-5},
  location	= {San Francisco, USA},
  pages		= {763--771},
  numpages	= {9},
  url		= {http://doi.acm.org/10.1145/3308560.3316457},
  doi		= {10.1145/3308560.3316457},
  acmid		= {3316457},
  publisher	= {ACM},
  address	= {New York, NY, USA},
  keywords	= {Deep Factorization Machines, Deep Neural Networks,
		  Diversity, Factorization Machines, Novelty, Recommender
		  System}
}



@InProceedings{	  cipriano:et:al:1997,
  author	= {A. Cipriano and M. Guarini and A. Soto and H. Briseño and
		  D. Mery,},
  title		= {Expert supervision of flotation cells using digital image
		  processing},
  booktitle	= {In Proc. of 20th Int. Mineral Processing Congress},
  pages		= {281-292},
  year		= {1997},
  abstract	= {},
  url		= {}
}



@Article{	  cipriano:etal:1998,
  author	= {A. Cipriano and M. Guarini and R. Vidal and A. Soto and C.
		  Sepúlveda and D. Mery and H. Briseño},
  title		= {A Real Time Visual Sensor for Supervision of Flotations
		  Cells},
  journal	= {Minerals Engineering},
  volume	= {11},
  number	= {6},
  pages		= {489-499},
  year		= {1998},
  abstract	= {},
  url		= {}
}



@InProceedings{	  cobo:2015:irm:2740908.2741719,
  acmid		= {2741719},
  address	= {Republic and Canton of Geneva, Switzerland},
  author	= {Cobo, Alfredo and Parra, Denis and Nav\'{o}n, Jaime},
  booktitle	= {Proceedings of the 24th International Conference on World
		  Wide Web},
  date-added	= {2015-12-30 15:21:21 +0000},
  date-modified	= {2015-12-30 15:24:32 +0000},
  doi		= {10.1145/2740908.2741719},
  isbn		= {978-1-4503-3473-0},
  keywords	= {class imbalance, machine learning, natural disaster,
		  twitter},
  location	= {Florence, Italy},
  numpages	= {6},
  pages		= {1189--1194},
  publisher	= {International World Wide Web Conferences Steering
		  Committee},
  series	= {WWW '15 Companion},
  title		= {Identifying Relevant Messages in a Twitter-based Citizen
		  Channel for Natural Disaster Situations},
  year		= {2015},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf},
  bdsk-url-1	= {http://dx.doi.org/10.1145/2740908.2741719}
}



@Article{	  comcomparra2015,
  author	= {Denis Parra and Christoph Trattner and Diego G{\'o}mez and
		  Mat{\'\i}as Hurtado and Xidao Wen and Yu-Ru Lin},
  doi		= {10.1016/j.comcom.2015.07.001},
  issn		= "0140-3664",
  journal	= "Computer Communications ",
  volume	= "73, Part B",
  pages		= "301--314",
  year		= {2015},
  note		= "Online Social Networks ",
  keywords	= {Sentiment analysis},
  title		= {Twitter in academic events: A study of temporal usage,
		  communication, sentimental and topical patterns in 16
		  Computer Science conferences},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},
  bdsk-url-2	= {http://dx.doi.org/10.1016/j.comcom.2015.07.001}
}



@Article{	  correa:etal:2010,
  author	= {J. Correa and A. Soto},
  title		= {Active visual perception for mobile robot localization},
  journal	= {Journal of Intelligent and Robotic Systems},
  volume	= {58},
  number	= {3-4},
  pages		= {339-354},
  year		= {2010},
  abstract	= {Localization is a key issue for a mobile robot, in
		  particular in environments where a globally accurate
		  positioning system, such as GPS, is not available. In these
		  environments, accurate and efficient robot localization is
		  not a trivial task, as an increase in accuracy usually
		  leads to an impoverishment in efficiency and viceversa.
		  Active perception appears as an appealing way to improve
		  the localization process by increasing the richness of the
		  information acquired from the environment. In this paper,
		  we present an active perception strategy for a mobile robot
		  provided with a visual sensor mounted on a pan-tilt
		  mechanism. The visual sensor has a limited field of view,
		  so the goal of the active perception strategy is to use the
		  pan-tilt unit to direct the sensor to informative parts of
		  the environment. To achieve this goal, we use a topological
		  map of the environment and a Bayesian non-parametric
		  estimation of robot position based on a particle filter. We
		  slightly modify the regular implementation of this filter
		  by including an additional step that selects the best
		  perceptual action using Monte Carlo estimations. We
		  understand the best perceptual action as the one that
		  produces the greatest reduction in uncertainty about the
		  robot position. We also consider in our optimization
		  function a cost term that favors efficient perceptual
		  actions. Previous works have proposed active perception
		  strategies for robot localization, but mainly in the
		  context of range sensors, grid representations of the
		  environment, and parametric techniques, such as the
		  extended Kalman filter. Accordingly, the main contributions
		  of this work are: i) Development of a sound strategy for
		  active selection of perceptual actions in the context of a
		  visual sensor and a topological map; ii) Real time
		  operation using a modified version of the particle filter
		  and Monte Carlo based estimations; iii) Implementation and
		  testing of these ideas using simulations and a real case
		  scenario. Our results indicate that, in terms of accuracy
		  of robot localization, the proposed approach decreases mean
		  average error and standard deviation with respect to a
		  passive perception scheme. Furthermore, in terms of
		  efficiency, the active scheme is able to operate in real
		  time without adding a relevant overhead to the regular
		  robot operation. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf}
}



@InProceedings{	  cortez:etal:2009,
  author	= {P. Cortez-Cargill and C. Undurraga-Rius and D. Mery and A.
		  Soto},
  title		= {Performance Evaluation of the Covariance Descriptor for
		  Target Detection},
  booktitle	= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science
		  Society/IEEE CS Press},
  year		= {2009},
  abstract	= {In computer vision, there has been a strong advance in
		  creating new image descriptors. A descriptor that has
		  recently appeared is the Covariance Descriptor, but there
		  have not been any studies about the different methodologies
		  for its construction. To address this problem we have
		  conducted an analysis on the contribution of diverse
		  features of an image to the descriptor and therefore their
		  contribution to the detection of varied targets, in our
		  case: faces and pedestrians. That is why we have defined a
		  methodology to determinate the performance of the
		  covariance matrix created from different characteristics.
		  Now we are able to determinate the best set of features for
		  face and people detection, for each problem. We have also
		  achieved to establish that not any kind of combination of
		  features can be used because it might not exist a
		  correlation between them. Finally, when an analysis is
		  performed with the best set of features, for the face
		  detection problem we reach a performance of 99%, meanwhile
		  for the pedestrian detection problem we reach a performance
		  of 85%. With this we hope we have built a more solid base
		  when choosing features for this descriptor, allowing to
		  move forward to other topics such as object recognition or
		  tracking. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf}
}



@Proceedings{	  dblp:conf/aaai/2006,
  title		= {Proceedings, The Twenty-First National Conference on
		  Artificial Intelligence and the Eighteenth Innovative
		  Applications of Artificial Intelligence Conference, July
		  16-20, 2006, Boston, Massachusetts, {USA}},
  publisher	= {{AAAI} Press},
  year		= {2006},
  timestamp	= {Thu, 13 Jul 2006 12:28:06 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2006},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaai/2008,
  editor	= {Dieter Fox and Carla P. Gomes},
  title		= {Proceedings of the Twenty-Third {AAAI} Conference on
		  Artificial Intelligence, {AAAI} 2008, Chicago, Illinois,
		  USA, July 13-17, 2008},
  publisher	= {{AAAI} Press},
  year		= {2008},
  isbn		= {978-1-57735-368-3},
  timestamp	= {Fri, 15 Aug 2008 11:13:22 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2008},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaai/2011,
  editor	= {Wolfram Burgard and Dan Roth},
  title		= {Proceedings of the Twenty-Fifth {AAAI} Conference on
		  Artificial Intelligence, {AAAI} 2011, San Francisco,
		  California, USA, August 7-11, 2011},
  publisher	= {{AAAI} Press},
  year		= {2011},
  timestamp	= {Tue, 09 Aug 2011 07:56:46 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaai/2013,
  editor	= {Marie desJardins and Michael L. Littman},
  title		= {Proceedings of the Twenty-Seventh {AAAI} Conference on
		  Artificial Intelligence, July 14-18, 2013, Bellevue,
		  Washington, {USA}},
  publisher	= {{AAAI} Press},
  year		= {2013},
  url		= {http://www.aaai.org/Library/AAAI/aaai13contents.php},
  isbn		= {978-1-57735-615-8},
  timestamp	= {Tue, 17 Dec 2013 19:26:12 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2013},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaai/2015,
  editor	= {Blai Bonet and Sven Koenig},
  title		= {Proceedings of the Twenty-Ninth {AAAI} Conference on
		  Artificial Intelligence, January 25-30, 2015, Austin,
		  Texas, {USA}},
  publisher	= {{AAAI} Press},
  year		= {2015},
  url		= {http://www.aaai.org/Library/AAAI/aaai15contents.php},
  isbn		= {978-1-57735-698-1},
  timestamp	= {Sun, 12 Apr 2015 12:16:43 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2015},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaai/2017,
  editor	= {Satinder P. Singh and Shaul Markovitch},
  title		= {Proceedings of the Thirty-First {AAAI} Conference on
		  Artificial Intelligence, February 4-9, 2017, San Francisco,
		  California, {USA}},
  publisher	= {{AAAI} Press},
  year		= {2017},
  url		= {http://www.aaai.org/Library/AAAI/aaai17contents.php},
  timestamp	= {Mon, 06 Mar 2017 08:17:31 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/2017},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/baierfbm08,
  author	= {Jorge A. Baier and Christian Fritz and Meghyn Bienvenu and
		  Sheila A. McIlraith},
  title		= {Beyond Classical Planning: Procedural Control Knowledge
		  and Preferences in State-of-the-Art Planners},
  booktitle	= {Proceedings of the Twenty-Third {AAAI} Conference on
		  Artificial Intelligence, {AAAI} 2008, Chicago, Illinois,
		  USA, July 13-17, 2008},
  pages		= {1509--1512},
  year		= {2008},
  crossref	= {DBLP:conf/aaai/2008},
  url		= {http://www.aaai.org/Library/AAAI/2008/aaai08-251.php},
  timestamp	= {Tue, 10 Jun 2014 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/BaierFBM08},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/baierm06,
  author	= {Jorge A. Baier and Sheila A. McIlraith},
  title		= {Planning with First-Order Temporally Extended Goals using
		  Heuristic Search},
  booktitle	= {Proceedings, The Twenty-First National Conference on
		  Artificial Intelligence and the Eighteenth Innovative
		  Applications of Artificial Intelligence Conference, July
		  16-20, 2006, Boston, Massachusetts, {USA}},
  pages		= {788--795},
  year		= {2006},
  crossref	= {DBLP:conf/aaai/2006},
  url		= {http://www.aaai.org/Library/AAAI/2006/aaai06-125.php},
  timestamp	= {Mon, 19 Mar 2012 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/BaierM06},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/camachotmbm17,
  author	= {Alberto Camacho and Eleni Triantafillou and Christian J.
		  Muise and Jorge A. Baier and Sheila A. McIlraith},
  title		= {Non-Deterministic Planning with Temporally Extended Goals:
		  {LTL} over Finite and Infinite Traces},
  booktitle	= {Proceedings of the Thirty-First {AAAI} Conference on
		  Artificial Intelligence, February 4-9, 2017, San Francisco,
		  California, {USA.}},
  pages		= {3716--3724},
  year		= {2017},
  crossref	= {DBLP:conf/aaai/2017},
  url		= {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026},
  timestamp	= {Mon, 06 Mar 2017 08:17:31 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/CamachoTMBM17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/davis-mendelowbm13,
  author	= {Sammy Davis{-}Mendelow and Jorge A. Baier and Sheila A.
		  McIlraith},
  title		= {Assumption-Based Planning: Generating Plans and
		  Explanations under Incomplete Knowledge},
  booktitle	= {Proceedings of the Twenty-Seventh {AAAI} Conference on
		  Artificial Intelligence, July 14-18, 2013, Bellevue,
		  Washington, {USA.}},
  year		= {2013},
  crossref	= {DBLP:conf/aaai/2013},
  url		= {http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466},
  timestamp	= {Tue, 17 Dec 2013 19:26:12 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/Davis-MendelowBM13},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/hernandezab15,
  author	= {Carlos Hern{\'{a}}ndez and Roberto As{\'{\i}}n and Jorge
		  A. Baier},
  title		= {Reusing Previously Found A* Paths for Fast Goal-Directed
		  Navigation in Dynamic Terrain},
  booktitle	= {Proceedings of the Twenty-Ninth {AAAI} Conference on
		  Artificial Intelligence, January 25-30, 2015, Austin,
		  Texas, {USA.}},
  pages		= {1158--1164},
  year		= {2015},
  crossref	= {DBLP:conf/aaai/2015},
  url		= {http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053},
  timestamp	= {Sun, 12 Apr 2015 12:16:43 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/HernandezAB15},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/riverahb17,
  author	= {Nicolas Rivera and Carlos Hern{\'{a}}ndez and Jorge A.
		  Baier},
  title		= {Grid Pathfinding on the 2\emph{k} Neighborhoods},
  booktitle	= {Proceedings of the Thirty-First {AAAI} Conference on
		  Artificial Intelligence, February 4-9, 2017, San Francisco,
		  California, {USA.}},
  pages		= {891--897},
  year		= {2017},
  crossref	= {DBLP:conf/aaai/2017},
  url		= {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014},
  timestamp	= {Mon, 06 Mar 2017 08:17:31 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/RiveraHB17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaai/sohrabibm11,
  author	= {Shirin Sohrabi and Jorge A. Baier and Sheila A.
		  McIlraith},
  title		= {Preferred Explanations: Theory and Generation via
		  Planning},
  booktitle	= {Proceedings of the Twenty-Fifth {AAAI} Conference on
		  Artificial Intelligence, {AAAI} 2011, San Francisco,
		  California, USA, August 7-11, 2011},
  year		= {2011},
  crossref	= {DBLP:conf/aaai/2011},
  url		= {http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568},
  timestamp	= {Tue, 09 Aug 2011 07:56:46 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aaai/SohrabiBM11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aaaiss/2007-5,
  title		= {Logical Formalizations of Commonsense Reasoning, Papers
		  from the 2007 {AAAI} Spring Symposium, Technical Report
		  SS-07-05, Stanford, California, USA, March 26-28, 2007},
  publisher	= {{AAAI}},
  year		= {2007},
  url		= {http://www.aaai.org/Library/Symposia/Spring/ss07-05.php},
  timestamp	= {Fri, 17 Feb 2012 14:14:44 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaaiss/2007-5},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aaaiss/baierm07,
  author	= {Jorge A. Baier and Sheila A. McIlraith},
  title		= {On Domain-Independent Heuristics for Planning with
		  Qualitative Preferences},
  booktitle	= {Logical Formalizations of Commonsense Reasoning, Papers
		  from the 2007 {AAAI} Spring Symposium, Technical Report
		  SS-07-05, Stanford, California, USA, March 26-28, 2007},
  pages		= {7--12},
  year		= {2007},
  crossref	= {DBLP:conf/aaaiss/2007-5},
  url		= {http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php},
  timestamp	= {Fri, 17 Feb 2012 14:14:44 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aaaiss/BaierM07},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aamas/hernandezbuk12,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier and Tansel Uras
		  and Sven Koenig},
  title		= {Time-bounded adaptive {A}},
  booktitle	= {International Conference on Autonomous Agents and
		  Multiagent Systems, {AAMAS} 2012, Valencia, Spain, June
		  4-8, 2012 {(3} Volumes)},
  pages		= {997--1006},
  year		= {2012},
  crossref	= {DBLP:conf/atal/2012},
  url		= {http://dl.acm.org/citation.cfm?id=2343839},
  timestamp	= {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aamas/HernandezBUK12},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ai/2018,
  editor	= {Ebrahim Bagheri and Jackie Chi Kit Cheung},
  title		= {Advances in Artificial Intelligence - 31st Canadian
		  Conference on Artificial Intelligence, Canadian {AI} 2018,
		  Toronto, ON, Canada, May 8-11, 2018, Proceedings},
  series	= {Lecture Notes in Computer Science},
  volume	= {10832},
  publisher	= {Springer},
  year		= {2018},
  url		= {https://doi.org/10.1007/978-3-319-89656-4},
  doi		= {10.1007/978-3-319-89656-4},
  isbn		= {978-3-319-89655-7},
  timestamp	= {Mon, 23 Apr 2018 18:08:42 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ai/2018},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ai/camachobmm18,
  author	= {Alberto Camacho and Jorge A. Baier and Christian J. Muise
		  and Sheila A. McIlraith},
  title		= {Synthesizing Controllers: On the Correspondence Between
		  {LTL} Synthesis and Non-deterministic Planning},
  booktitle	= {Advances in Artificial Intelligence - 31st Canadian
		  Conference on Artificial Intelligence, Canadian {AI} 2018,
		  Toronto, ON, Canada, May 8-11, 2018, Proceedings},
  pages		= {45--59},
  year		= {2018},
  crossref	= {DBLP:conf/ai/2018},
  url		= {https://doi.org/10.1007/978-3-319-89656-4\_4},
  doi		= {10.1007/978-3-319-89656-4\_4},
  timestamp	= {Mon, 23 Apr 2018 18:08:42 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ai/CamachoBMM18},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aiide/2011,
  editor	= {Vadim Bulitko and Mark O. Riedl},
  title		= {Proceedings of the Seventh {AAAI} Conference on Artificial
		  Intelligence and Interactive Digital Entertainment, {AIIDE}
		  2011, October 10-14, 2011, Stanford, California, {USA}},
  publisher	= {The {AAAI} Press},
  year		= {2011},
  url		= {http://www.aaai.org/Library/AIIDE/aiide11contents.php},
  timestamp	= {Mon, 13 Feb 2012 19:36:33 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aiide/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aiide/hernandezb11,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Real-Time Adaptive A* with Depression Avoidance},
  booktitle	= {Proceedings of the Seventh {AAAI} Conference on Artificial
		  Intelligence and Interactive Digital Entertainment, {AIIDE}
		  2011, October 10-14, 2011, Stanford, California, {USA}},
  year		= {2011},
  crossref	= {DBLP:conf/aiide/2011},
  url		= {http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082},
  timestamp	= {Mon, 13 Feb 2012 19:36:33 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aiide/HernandezB11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2006,
  editor	= {Derek Long and Stephen F. Smith and Daniel Borrajo and Lee
		  McCluskey},
  title		= {Proceedings of the Sixteenth International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2006, Cumbria,
		  UK, June 6-10, 2006},
  publisher	= {{AAAI}},
  year		= {2006},
  isbn		= {978-1-57735-270-9},
  timestamp	= {Fri, 23 Nov 2007 13:41:37 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2006},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2007,
  editor	= {Mark S. Boddy and Maria Fox and Sylvie Thi{\'{e}}baux},
  title		= {Proceedings of the Seventeenth International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2007,
		  Providence, Rhode Island, USA, September 22-26, 2007},
  publisher	= {{AAAI}},
  year		= {2007},
  isbn		= {978-1-57735-344-7},
  timestamp	= {Fri, 15 Aug 2008 12:09:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2007},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2009,
  editor	= {Alfonso Gerevini and Adele E. Howe and Amedeo Cesta and
		  Ioannis Refanidis},
  title		= {Proceedings of the 19th International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2009,
		  Thessaloniki, Greece, September 19-23, 2009},
  publisher	= {{AAAI}},
  year		= {2009},
  isbn		= {978-1-57735-406-2},
  timestamp	= {Wed, 25 Nov 2009 09:51:15 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2009},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2011,
  editor	= {Fahiem Bacchus and Carmel Domshlak and Stefan Edelkamp and
		  Malte Helmert},
  title		= {Proceedings of the 21st International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2011, Freiburg,
		  Germany June 11-16, 2011},
  publisher	= {{AAAI}},
  year		= {2011},
  timestamp	= {Tue, 28 Jun 2011 14:20:04 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2013,
  editor	= {Daniel Borrajo and Subbarao Kambhampati and Angelo Oddi
		  and Simone Fratini},
  title		= {Proceedings of the Twenty-Third International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2013, Rome,
		  Italy, June 10-14, 2013},
  publisher	= {{AAAI}},
  year		= {2013},
  url		= {http://www.aaai.org/Library/ICAPS/icaps13contents.php},
  isbn		= {978-1-57735-609-7},
  timestamp	= {Wed, 29 Mar 2017 16:45:27 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2013},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2014,
  editor	= {Steve A. Chien and Minh Binh Do and Alan Fern and Wheeler
		  Ruml},
  title		= {Proceedings of the Twenty-Fourth International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2014,
		  Portsmouth, New Hampshire, USA, June 21-26, 2014},
  publisher	= {{AAAI}},
  year		= {2014},
  url		= {http://www.aaai.org/Library/ICAPS/icaps14contents.php},
  isbn		= {978-1-57735-660-8},
  timestamp	= {Thu, 19 Nov 2015 08:52:28 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2014},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2017,
  editor	= {Laura Barbulescu and Jeremy Frank and Mausam and Stephen
		  F. Smith},
  title		= {Proceedings of the Twenty-Seventh International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2017,
		  Pittsburgh, Pennsylvania, USA, June 18-23, 2017},
  publisher	= {{AAAI} Press},
  year		= {2017},
  url		= {http://www.aaai.org/Library/ICAPS/icaps17contents.php},
  timestamp	= {Tue, 26 Sep 2017 07:30:03 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2017},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/aips/2018,
  editor	= {Mathijs de Weerdt and Sven Koenig and Gabriele R{\"{o}}ger
		  and Matthijs T. J. Spaan},
  title		= {Proceedings of the Twenty-Eighth International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2018, Delft,
		  The Netherlands, June 24-29, 2018},
  publisher	= {{AAAI} Press},
  year		= {2018},
  url		= {http://www.aaai.org/Library/ICAPS/icaps18contents.php},
  isbn		= {978-1-57735-797-1},
  timestamp	= {Mon, 25 Jun 2018 13:32:06 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/2018},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/baierb09,
  author	= {Jorge A. Baier and Adi Botea},
  title		= {Improving Planning Performance Using Low-Conflict Relaxed
		  Plans},
  booktitle	= {Proceedings of the 19th International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2009,
		  Thessaloniki, Greece, September 19-23, 2009},
  year		= {2009},
  crossref	= {DBLP:conf/aips/2009},
  url		= {http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725},
  timestamp	= {Thu, 13 Dec 2012 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/BaierB09},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/baierfm07,
  author	= {Jorge A. Baier and Christian Fritz and Sheila A.
		  McIlraith},
  title		= {Exploiting Procedural Domain Control Knowledge in
		  State-of-the-Art Planners},
  booktitle	= {Proceedings of the Seventeenth International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2007,
		  Providence, Rhode Island, USA, September 22-26, 2007},
  pages		= {26--33},
  year		= {2007},
  crossref	= {DBLP:conf/aips/2007},
  url		= {http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php},
  timestamp	= {Tue, 10 Jun 2014 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/BaierFM07},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/baierm06,
  author	= {Jorge A. Baier and Sheila A. McIlraith},
  title		= {Planning with Temporally Extended Goals Using Heuristic
		  Search},
  booktitle	= {Proceedings of the Sixteenth International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2006, Cumbria,
		  UK, June 6-10, 2006},
  pages		= {342--345},
  year		= {2006},
  crossref	= {DBLP:conf/aips/2006},
  url		= {http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php},
  timestamp	= {Thu, 13 Dec 2012 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/BaierM06},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/boteabhh13,
  author	= {Adi Botea and Jorge A. Baier and Daniel Harabor and Carlos
		  Hern{\'{a}}ndez},
  title		= {Moving Target Search with Compressed Path Databases},
  booktitle	= {Proceedings of the Twenty-Third International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2013, Rome,
		  Italy, June 10-14, 2013},
  year		= {2013},
  crossref	= {DBLP:conf/aips/2013},
  url		= {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001},
  timestamp	= {Wed, 29 Mar 2017 16:45:27 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/BoteaBHH13},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/camachobmm18,
  author	= {Alberto Camacho and Jorge A. Baier and Christian J. Muise
		  and Sheila A. McIlraith},
  title		= {Finite {LTL} Synthesis as Planning},
  booktitle	= {Proceedings of the Twenty-Eighth International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2018, Delft,
		  The Netherlands, June 24-29, 2018.},
  pages		= {29--38},
  year		= {2018},
  crossref	= {DBLP:conf/aips/2018},
  url		= {https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790},
  timestamp	= {Mon, 25 Jun 2018 13:32:06 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/CamachoBMM18},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/hernandezb11,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Fast Subgoaling for Pathfinding via Real-Time Search},
  booktitle	= {Proceedings of the 21st International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2011, Freiburg,
		  Germany June 11-16, 2011},
  year		= {2011},
  crossref	= {DBLP:conf/aips/2011},
  url		= {http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713},
  timestamp	= {Tue, 09 Aug 2011 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/HernandezB11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/hernandezb17,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Improving MPGAA* for Extended Visibility Ranges},
  booktitle	= {Proceedings of the Twenty-Seventh International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2017,
		  Pittsburgh, Pennsylvania, USA, June 18-23, 2017.},
  pages		= {149--153},
  year		= {2017},
  crossref	= {DBLP:conf/aips/2017},
  url		= {https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764},
  timestamp	= {Tue, 26 Sep 2017 07:30:03 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/aips/HernandezB17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/hernandezba14,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier and Roberto
		  As{\'{\i}}n},
  title		= {Making A* Run Faster than D*-Lite for Path-Planning in
		  Partially Known Terrain},
  booktitle	= {Proceedings of the Twenty-Fourth International Conference
		  on Automated Planning and Scheduling, {ICAPS} 2014,
		  Portsmouth, New Hampshire, USA, June 21-26, 2014},
  year		= {2014},
  crossref	= {DBLP:conf/aips/2014},
  url		= {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944},
  timestamp	= {Thu, 19 Nov 2015 08:52:28 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/HernandezBA14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/aips/muisembr09,
  author	= {Christian J. Muise and Sheila A. McIlraith and Jorge A.
		  Baier and Michael Reimer},
  title		= {Exploiting N-Gram Analysis to Predict Operator Sequences},
  booktitle	= {Proceedings of the 19th International Conference on
		  Automated Planning and Scheduling, {ICAPS} 2009,
		  Thessaloniki, Greece, September 19-23, 2009},
  year		= {2009},
  crossref	= {DBLP:conf/aips/2009},
  url		= {http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741},
  timestamp	= {Thu, 13 Dec 2012 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/aips/MuiseMBR09},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/atal/2011,
  editor	= {Liz Sonenberg and Peter Stone and Kagan Tumer and Pinar
		  Yolum},
  title		= {10th International Conference on Autonomous Agents and
		  Multiagent Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6,
		  2011, Volume 1-3},
  publisher	= {{IFAAMAS}},
  year		= {2011},
  isbn		= {978-0-9826571-5-7},
  timestamp	= {Fri, 18 Nov 2011 09:09:28 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/atal/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/atal/2012,
  editor	= {Wiebe van der Hoek and Lin Padgham and Vincent Conitzer
		  and Michael Winikoff},
  title		= {International Conference on Autonomous Agents and
		  Multiagent Systems, {AAMAS} 2012, Valencia, Spain, June
		  4-8, 2012 {(3} Volumes)},
  publisher	= {{IFAAMAS}},
  year		= {2012},
  url		= {http://dl.acm.org/citation.cfm?id=2343576},
  timestamp	= {Sun, 09 Sep 2012 12:23:32 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/atal/2012},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/atal/2013,
  editor	= {Maria L. Gini and Onn Shehory and Takayuki Ito and
		  Catholijn M. Jonker},
  title		= {International conference on Autonomous Agents and
		  Multi-Agent Systems, {AAMAS} '13, Saint Paul, MN, USA, May
		  6-10, 2013},
  publisher	= {{IFAAMAS}},
  year		= {2013},
  url		= {http://dl.acm.org/citation.cfm?id=2484920},
  isbn		= {978-1-4503-1993-5},
  timestamp	= {Fri, 28 Jun 2013 12:19:40 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/atal/2013},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/atal/hernandezb11,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Escaping heuristic depressions in real-time heuristic
		  search},
  booktitle	= {10th International Conference on Autonomous Agents and
		  Multiagent Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6,
		  2011, Volume 1-3},
  pages		= {1267--1268},
  year		= {2011},
  crossref	= {DBLP:conf/atal/2011},
  url		= {http://portal.acm.org/citation.cfm?id=2034519\&\#38;CFID=69154334\&\#38;CFTOKEN=45298625},
  timestamp	= {Fri, 18 Nov 2011 09:09:28 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/atal/HernandezB11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/atal/riverabh13,
  author	= {Nicolas Rivera and Jorge A. Baier and Carlos
		  Hern{\'{a}}ndez},
  title		= {Weighted real-time heuristic search},
  booktitle	= {International conference on Autonomous Agents and
		  Multi-Agent Systems, {AAMAS} '13, Saint Paul, MN, USA, May
		  6-10, 2013},
  pages		= {579--586},
  year		= {2013},
  crossref	= {DBLP:conf/atal/2013},
  url		= {http://dl.acm.org/citation.cfm?id=2485012},
  timestamp	= {Fri, 28 Jun 2013 12:19:40 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/atal/RiveraBH13},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/dmin/ortegafr06,
  author	= {Pedro A. Ortega and Cristi{\'{a}}n J. Figueroa and Gonzalo
		  A. Ruz},
  title		= {A Medical Claim Fraud/Abuse Detection System based on Data
		  Mining: {A} Case Study in Chile},
  booktitle	= {{DMIN}},
  pages		= {224--231},
  publisher	= {{CSREA} Press},
  year		= {2006}
}



@InProceedings{	  dblp:conf/edoc/ruzbsmb11,
  author	= {Cristian Ruz and Fran{\c{c}}oise Baude and Bastien Sauvan
		  and Adrian Mos and Alain Boulze},
  title		= {Flexible {SOA} Lifecycle on the Cloud Using {SCA}},
  booktitle	= {{EDOCW}},
  pages		= {275--282},
  publisher	= {{IEEE} Computer Society},
  year		= {2011}
}



@InProceedings{	  dblp:conf/europar/orellanare06,
  author	= {Christian F. Orellana and Cristian Ruz and Yadran
		  Eterovic},
  title		= {Self-stabilizing Deadlock Detection Under the {OR}
		  Requirement Model},
  booktitle	= {Euro-Par},
  series	= {Lecture Notes in Computer Science},
  volume	= {4128},
  pages		= {559--570},
  publisher	= {Springer},
  year		= {2006}
}



@InProceedings{	  dblp:conf/hpcc/ruzp05,
  author	= {Cristian Ruz and Jos{\'{e}} M. Piquer},
  title		= {Searching an Optimal History Size for History-Based Page
		  Prefetching on Software {DSM} Systems},
  booktitle	= {{HPCC}},
  series	= {Lecture Notes in Computer Science},
  volume	= {3726},
  pages		= {133--142},
  publisher	= {Springer},
  year		= {2005}
}



@Proceedings{	  dblp:conf/iberamia/2014,
  editor	= {Ana L. C. Bazzan and Karim Pichara},
  title		= {Advances in Artificial Intelligence - {IBERAMIA} 2014 -
		  14th Ibero-American Conference on AI, Santiago de Chile,
		  Chile, November 24-27, 2014, Proceedings},
  series	= {Lecture Notes in Computer Science},
  volume	= {8864},
  publisher	= {Springer},
  year		= {2014},
  url		= {https://doi.org/10.1007/978-3-319-12027-0},
  doi		= {10.1007/978-3-319-12027-0},
  isbn		= {978-3-319-12026-3},
  timestamp	= {Sun, 21 May 2017 00:22:36 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/iberamia/2014},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/iberamia/riveraib14,
  author	= {Nicolas Rivera and Leon Illanes and Jorge A. Baier},
  title		= {Real-Time Pathfinding in Unknown Terrain via Reconnection
		  with an Ideal Tree},
  booktitle	= {Advances in Artificial Intelligence - {IBERAMIA} 2014 -
		  14th Ibero-American Conference on AI, Santiago de Chile,
		  Chile, November 24-27, 2014, Proceedings},
  pages		= {69--80},
  year		= {2014},
  crossref	= {DBLP:conf/iberamia/2014},
  url		= {https://doi.org/10.1007/978-3-319-12027-0\_6},
  doi		= {10.1007/978-3-319-12027-0\_6},
  timestamp	= {Sun, 21 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/iberamia/RiveraIB14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ica3pp/mezar07,
  author	= {Federico Meza and Cristian Ruz},
  title		= {The Thread Migration Mechanism of {DSM-PEPE}},
  booktitle	= {{ICA3PP}},
  series	= {Lecture Notes in Computer Science},
  volume	= {4494},
  pages		= {177--187},
  publisher	= {Springer},
  year		= {2007}
}



@InProceedings{	  dblp:conf/iccsa/mezacr03,
  author	= {Federico Meza and Alvaro E. Campos and Cristian Ruz},
  title		= {On the Design and Implementation of a Portable {DSM}
		  System for Low-Cost Multicomputers},
  booktitle	= {{ICCSA} {(1)}},
  series	= {Lecture Notes in Computer Science},
  volume	= {2667},
  pages		= {967--976},
  publisher	= {Springer},
  year		= {2003}
}



@InProceedings{	  dblp:conf/iccv/lobelvs13,
  author	= {Hans Lobel and Ren{\'{e}} Vidal and Alvaro Soto},
  title		= {Hierarchical Joint Max-Margin Learning of Mid and Top
		  Level Representations for Visual Recognition},
  booktitle	= {{ICCV}},
  pages		= {1697--1704},
  publisher	= {{IEEE} Computer Society},
  year		= {2013}
}



@Proceedings{	  dblp:conf/ijcai/2007,
  editor	= {Manuela M. Veloso},
  title		= {{IJCAI} 2007, Proceedings of the 20th International Joint
		  Conference on Artificial Intelligence, Hyderabad, India,
		  January 6-12, 2007},
  year		= {2007},
  url		= {http://ijcai.org/proceedings/2007},
  timestamp	= {Wed, 20 Jul 2016 13:58:40 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2007},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2009,
  editor	= {Craig Boutilier},
  title		= {{IJCAI} 2009, Proceedings of the 21st International Joint
		  Conference on Artificial Intelligence, Pasadena,
		  California, USA, July 11-17, 2009},
  year		= {2009},
  url		= {http://ijcai.org/proceedings/2009},
  timestamp	= {Wed, 20 Jul 2016 14:02:05 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2009},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2011,
  editor	= {Toby Walsh},
  title		= {{IJCAI} 2011, Proceedings of the 22nd International Joint
		  Conference on Artificial Intelligence, Barcelona,
		  Catalonia, Spain, July 16-22, 2011},
  publisher	= {{IJCAI/AAAI}},
  year		= {2011},
  url		= {http://ijcai.org/proceedings/2011},
  isbn		= {978-1-57735-516-8},
  timestamp	= {Wed, 20 Jul 2016 14:35:20 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2015,
  editor	= {Qiang Yang and Michael Wooldridge},
  title		= {Proceedings of the Twenty-Fourth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2015, Buenos
		  Aires, Argentina, July 25-31, 2015},
  publisher	= {{AAAI} Press},
  year		= {2015},
  url		= {http://ijcai.org/proceedings/2015},
  isbn		= {978-1-57735-738-4},
  timestamp	= {Wed, 20 Jul 2016 15:18:06 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2015},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2016,
  editor	= {Subbarao Kambhampati},
  title		= {Proceedings of the Twenty-Fifth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2016, New
		  York, NY, USA, 9-15 July 2016},
  publisher	= {{IJCAI/AAAI} Press},
  year		= {2016},
  url		= {http://www.ijcai.org/Proceedings/2016},
  isbn		= {978-1-57735-770-4},
  timestamp	= {Fri, 15 Jul 2016 15:25:58 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2016},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2016knowpros,
  editor	= {Roman Bart{\'{a}}k and Thomas Leo McCluskey and Enrico
		  Pontelli},
  title		= {Proceedings of the Workshop on Knowledge-based Techniques
		  for Problem Solving and Reasoning co-located with 25th
		  International Joint Conference on Artificial Intelligence
		  {(IJCAI} 2016), New York City, USA, July 10, 2016},
  series	= {{CEUR} Workshop Proceedings},
  volume	= {1648},
  publisher	= {CEUR-WS.org},
  year		= {2016},
  url		= {http://ceur-ws.org/Vol-1648},
  urn		= {urn:nbn:de:0074-1648-1},
  timestamp	= {Fri, 05 Aug 2016 13:04:57 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2016knowpros},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2017,
  editor	= {Carles Sierra},
  title		= {Proceedings of the Twenty-Sixth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2017,
		  Melbourne, Australia, August 19-25, 2017},
  publisher	= {ijcai.org},
  year		= {2017},
  url		= {http://www.ijcai.org/Proceedings/2017/},
  isbn		= {978-0-9992411-0-3},
  timestamp	= {Wed, 27 Jun 2018 12:24:11 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2017},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/ijcai/2018,
  editor	= {J{\'{e}}r{\^{o}}me Lang},
  title		= {Proceedings of the Twenty-Seventh International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2018, July
		  13-19, 2018, Stockholm, Sweden},
  publisher	= {ijcai.org},
  year		= {2018},
  url		= {http://www.ijcai.org/proceedings/2018/},
  isbn		= {978-0-9992411-2-7},
  timestamp	= {Sat, 28 Jul 2018 14:39:21 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/2018},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/arenasbns16,
  author	= {Marcelo Arenas and Jorge A. Baier and Juan S. Navarro and
		  Sebastian Sardi{\~{n}}a},
  title		= {Incomplete Causal Laws in the Situation Calculus Using
		  Free Fluents},
  booktitle	= {Proceedings of the Twenty-Fifth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2016, New
		  York, NY, USA, 9-15 July 2016},
  pages		= {907--914},
  year		= {2016},
  crossref	= {DBLP:conf/ijcai/2016},
  url		= {http://www.ijcai.org/Abstract/16/133},
  timestamp	= {Fri, 15 Jul 2016 15:25:58 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/ArenasBNS16},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/baierbm07,
  author	= {Jorge A. Baier and Fahiem Bacchus and Sheila A.
		  McIlraith},
  title		= {A Heuristic Search Approach to Planning with Temporally
		  Extended Preferences},
  booktitle	= {{IJCAI} 2007, Proceedings of the 20th International Joint
		  Conference on Artificial Intelligence, Hyderabad, India,
		  January 6-12, 2007},
  pages		= {1808--1815},
  year		= {2007},
  crossref	= {DBLP:conf/ijcai/2007},
  url		= {http://ijcai.org/Proceedings/07/Papers/292.pdf},
  timestamp	= {Wed, 20 Jul 2016 13:58:40 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/BaierBM07},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/calvob16,
  author	= {Pamela Calvo and Jorge A. Baier},
  title		= {Assumption-Based Planning with Sensing via Contingent
		  Planning},
  booktitle	= {Proceedings of the Workshop on Knowledge-based Techniques
		  for Problem Solving and Reasoning co-located with 25th
		  International Joint Conference on Artificial Intelligence
		  {(IJCAI} 2016), New York City, USA, July 10, 2016.},
  year		= {2016},
  crossref	= {DBLP:conf/ijcai/2016knowpros},
  url		= {http://ceur-ws.org/Vol-1648/paper7.pdf},
  timestamp	= {Fri, 05 Aug 2016 13:04:57 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/CalvoB16},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/camachombm18,
  author	= {Alberto Camacho and Christian J. Muise and Jorge A. Baier
		  and Sheila A. McIlraith},
  title		= {{LTL} Realizability via Safety and Reachability Games},
  booktitle	= {Proceedings of the Twenty-Seventh International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2018, July
		  13-19, 2018, Stockholm, Sweden.},
  pages		= {4683--4691},
  year		= {2018},
  crossref	= {DBLP:conf/ijcai/2018},
  url		= {https://doi.org/10.24963/ijcai.2018/651},
  doi		= {10.24963/ijcai.2018/651},
  timestamp	= {Sat, 28 Jul 2018 14:39:21 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/CamachoMBM18},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/camachombm18a,
  author	= {Alberto Camacho and Christian J. Muise and Jorge A. Baier
		  and Sheila A. McIlraith},
  title		= {SynKit: {LTL} Synthesis as a Service},
  booktitle	= {Proceedings of the Twenty-Seventh International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2018, July
		  13-19, 2018, Stockholm, Sweden.},
  pages		= {5817--5819},
  year		= {2018},
  crossref	= {DBLP:conf/ijcai/2018},
  url		= {https://doi.org/10.24963/ijcai.2018/848},
  doi		= {10.24963/ijcai.2018/848},
  timestamp	= {Sat, 28 Jul 2018 14:39:21 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/CamachoMBM18a},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/camachotmbm16,
  author	= {Alberto Camacho and Eleni Triantafillou and Christian J.
		  Muise and Jorge A. Baier and Sheila A. McIlraith},
  title		= {Non-Deterministic Planning with Temporally Extended Goals:
		  Completing the Story for Finite and Infinite {LTL} (Amended
		  Version)},
  booktitle	= {Proceedings of the Workshop on Knowledge-based Techniques
		  for Problem Solving and Reasoning co-located with 25th
		  International Joint Conference on Artificial Intelligence
		  {(IJCAI} 2016), New York City, USA, July 10, 2016.},
  year		= {2016},
  crossref	= {DBLP:conf/ijcai/2016knowpros},
  url		= {http://ceur-ws.org/Vol-1648/paper10.pdf},
  timestamp	= {Fri, 05 Aug 2016 13:04:57 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/CamachoTMBM16},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/hernandezb11,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Real-Time Heuristic Search with Depression Avoidance},
  booktitle	= {{IJCAI} 2011, Proceedings of the 22nd International Joint
		  Conference on Artificial Intelligence, Barcelona,
		  Catalonia, Spain, July 16-22, 2011},
  pages		= {578--583},
  year		= {2011},
  crossref	= {DBLP:conf/ijcai/2011},
  url		= {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104},
  doi		= {10.5591/978-1-57735-516-8/IJCAI11-104},
  timestamp	= {Tue, 23 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/HernandezB11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/hernandezbbb17,
  author	= {Carlos Hern{\'{a}}ndez and Adi Botea and Jorge A. Baier
		  and Vadim Bulitko},
  title		= {Online Bridged Pruning for Real-Time Search with Arbitrary
		  Lookaheads},
  booktitle	= {Proceedings of the Twenty-Sixth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2017,
		  Melbourne, Australia, August 19-25, 2017},
  pages		= {510--516},
  year		= {2017},
  crossref	= {DBLP:conf/ijcai/2017},
  url		= {https://doi.org/10.24963/ijcai.2017/72},
  doi		= {10.24963/ijcai.2017/72},
  timestamp	= {Wed, 27 Jun 2018 12:24:11 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/HernandezBBB17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/icartebrs17,
  author	= {Rodrigo Toro Icarte and Jorge A. Baier and Cristian Ruz
		  and Alvaro Soto},
  title		= {How a General-Purpose Commonsense Ontology can Improve
		  Performance of Learning-Based Image Retrieval},
  booktitle	= {Proceedings of the Twenty-Sixth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2017,
		  Melbourne, Australia, August 19-25, 2017},
  pages		= {1283--1289},
  year		= {2017},
  crossref	= {DBLP:conf/ijcai/2017},
  url		= {https://doi.org/10.24963/ijcai.2017/178},
  doi		= {10.24963/ijcai.2017/178},
  timestamp	= {Wed, 27 Jun 2018 12:24:11 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/IcarteBRS17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/sohrabibm09,
  author	= {Shirin Sohrabi and Jorge A. Baier and Sheila A.
		  McIlraith},
  title		= {{HTN} Planning with Preferences},
  booktitle	= {{IJCAI} 2009, Proceedings of the 21st International Joint
		  Conference on Artificial Intelligence, Pasadena,
		  California, USA, July 11-17, 2009},
  pages		= {1790--1797},
  year		= {2009},
  crossref	= {DBLP:conf/ijcai/2009},
  url		= {http://ijcai.org/Proceedings/09/Papers/298.pdf},
  timestamp	= {Wed, 20 Jul 2016 14:02:05 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/SohrabiBM09},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/ijcai/torresb15,
  author	= {Jorge Torres and Jorge A. Baier},
  title		= {Polynomial-Time Reformulations of {LTL} Temporally
		  Extended Goals into Final-State Goals},
  booktitle	= {Proceedings of the Twenty-Fourth International Joint
		  Conference on Artificial Intelligence, {IJCAI} 2015, Buenos
		  Aires, Argentina, July 25-31, 2015},
  pages		= {1696--1703},
  year		= {2015},
  crossref	= {DBLP:conf/ijcai/2015},
  url		= {http://ijcai.org/Abstract/15/242},
  timestamp	= {Wed, 20 Jul 2016 15:18:06 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/ijcai/TorresB15},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/kr/2006,
  editor	= {Patrick Doherty and John Mylopoulos and Christopher A.
		  Welty},
  title		= {Proceedings, Tenth International Conference on Principles
		  of Knowledge Representation and Reasoning, Lake District of
		  the United Kingdom, June 2-5, 2006},
  publisher	= {{AAAI} Press},
  year		= {2006},
  isbn		= {978-1-57735-271-6},
  timestamp	= {Fri, 09 Jun 2006 11:56:44 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/2006},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/kr/2008,
  editor	= {Gerhard Brewka and J{\'{e}}r{\^{o}}me Lang},
  title		= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Eleventh International Conference, {KR}
		  2008, Sydney, Australia, September 16-19, 2008},
  publisher	= {{AAAI} Press},
  year		= {2008},
  isbn		= {978-1-57735-384-3},
  timestamp	= {Fri, 21 Nov 2008 12:14:41 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/kr/2008},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/kr/2010,
  editor	= {Fangzhen Lin and Ulrike Sattler and Miroslaw
		  Truszczynski},
  title		= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Twelfth International Conference, {KR}
		  2010, Toronto, Ontario, Canada, May 9-13, 2010},
  publisher	= {{AAAI} Press},
  year		= {2010},
  timestamp	= {Wed, 23 Jun 2010 11:56:48 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/2010},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/kr/2014,
  editor	= {Chitta Baral and Giuseppe De Giacomo and Thomas Eiter},
  title		= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Fourteenth International Conference,
		  {KR} 2014, Vienna, Austria, July 20-24, 2014},
  publisher	= {{AAAI} Press},
  year		= {2014},
  url		= {http://www.aaai.org/Library/KR/kr14contents.php},
  isbn		= {978-1-57735-657-8},
  timestamp	= {Thu, 31 Jul 2014 10:24:17 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/2014},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/kr/baierm06,
  author	= {Jorge A. Baier and Sheila A. McIlraith},
  title		= {On Planning with Programs that Sense},
  booktitle	= {Proceedings, Tenth International Conference on Principles
		  of Knowledge Representation and Reasoning, Lake District of
		  the United Kingdom, June 2-5, 2006},
  pages		= {492--502},
  year		= {2006},
  crossref	= {DBLP:conf/kr/2006},
  url		= {http://www.aaai.org/Library/KR/2006/kr06-051.php},
  timestamp	= {Thu, 13 Dec 2012 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/kr/BaierM06},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/kr/baiermm14,
  author	= {Jorge A. Baier and Brent Mombourquette and Sheila A.
		  McIlraith},
  title		= {Diagnostic Problem Solving via Planning with Ontic and
		  Epistemic Goals},
  booktitle	= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Fourteenth International Conference,
		  {KR} 2014, Vienna, Austria, July 20-24, 2014},
  year		= {2014},
  crossref	= {DBLP:conf/kr/2014},
  url		= {http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019},
  timestamp	= {Thu, 31 Jul 2014 10:24:17 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/BaierMM14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/kr/fritzbm08,
  author	= {Christian Fritz and Jorge A. Baier and Sheila A.
		  McIlraith},
  title		= {ConGolog, Sin Trans: Compiling ConGolog into Basic Action
		  Theories for Planning and Beyond},
  booktitle	= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Eleventh International Conference, {KR}
		  2008, Sydney, Australia, September 16-19, 2008},
  pages		= {600--610},
  year		= {2008},
  crossref	= {DBLP:conf/kr/2008},
  url		= {http://www.aaai.org/Library/KR/2008/kr08-059.php},
  timestamp	= {Tue, 10 Jun 2014 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/FritzBM08},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/kr/sohrabibm10,
  author	= {Shirin Sohrabi and Jorge A. Baier and Sheila A.
		  McIlraith},
  title		= {Diagnosis as Planning Revisited},
  booktitle	= {Principles of Knowledge Representation and Reasoning:
		  Proceedings of the Twelfth International Conference, {KR}
		  2010, Toronto, Ontario, Canada, May 9-13, 2010},
  year		= {2010},
  crossref	= {DBLP:conf/kr/2010},
  url		= {http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300},
  timestamp	= {Wed, 23 Jun 2010 11:56:48 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/kr/SohrabiBM10},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/psivt/lobelvms13,
  author	= {Hans Lobel and Ren{\'{e}} Vidal and Domingo Mery and
		  Alvaro Soto},
  title		= {Joint Dictionary and Classifier Learning for
		  Categorization of Images Using a Max-margin Framework},
  booktitle	= {{PSIVT}},
  series	= {Lecture Notes in Computer Science},
  volume	= {8333},
  pages		= {87--98},
  publisher	= {Springer},
  year		= {2013}
}



@InProceedings{	  dblp:conf/sac/baudefhcmmrkshl10,
  author	= {Fran{\c{c}}oise Baude and Imen Filali and Fabrice Huet and
		  Virginie Legrand Contes and Elton N. Mathias and Philippe
		  Merle and Cristian Ruz and Reto Krummenacher and Elena
		  Paslaru Bontas Simperl and Christophe Hammerling and
		  Jean{-}Pierre Lorr{\'{e}}},
  title		= {{ESB} federation for large-scale {SOA}},
  booktitle	= {{SAC}},
  pages		= {2459--2466},
  publisher	= {{ACM}},
  year		= {2010}
}



@Proceedings{	  dblp:conf/sccc/1999,
  title		= {19th International Conference of the Chilean Computer
		  Science Society {(SCCC} '99), 11-13 November 1999, Talca,
		  Chile},
  publisher	= {{IEEE} Computer Society},
  year		= {1999},
  url		= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588},
  isbn		= {0-7695-0296-2},
  timestamp	= {Thu, 23 Jun 2016 15:53:28 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/1999},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/sccc/2002,
  title		= {22nd International Conference of the Chilean Computer
		  Science Society {(SCCC} 2002), 6-8 November 2002, Copiapo,
		  Chile},
  publisher	= {{IEEE} Computer Society},
  year		= {2002},
  url		= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377},
  isbn		= {0-7695-1867-2},
  timestamp	= {Thu, 23 Jun 2016 15:53:28 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/2002},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/sccc/2010,
  editor	= {Sergio F. Ochoa and Federico Meza and Domingo Mery and
		  Claudio Cubillos},
  title		= {{SCCC} 2010, Proceedings of the {XXIX} International
		  Conference of the Chilean Computer Science Society,
		  Antofagasta, Chile, 15-19 November 2010},
  publisher	= {{IEEE} Computer Society},
  year		= {2010},
  url		= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114},
  isbn		= {978-0-7695-4400-7},
  timestamp	= {Mon, 29 Jun 2015 17:51:30 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/2010},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/sccc/baier02,
  author	= {Jorge A. Baier},
  title		= {On Procedure Recognition in the Situation Calculus},
  booktitle	= {22nd International Conference of the Chilean Computer
		  Science Society {(SCCC} 2002), 6-8 November 2002, Copiapo,
		  Chile},
  pages		= {33--42},
  year		= {2002},
  crossref	= {DBLP:conf/sccc/2002},
  url		= {https://doi.org/10.1109/SCCC.2002.1173171},
  doi		= {10.1109/SCCC.2002.1173171},
  timestamp	= {Thu, 25 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/Baier02},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/sccc/baierp99,
  author	= {Jorge A. Baier and Javier Pinto},
  title		= {Integrating True Concurrency into the Robot Programming
		  Language},
  booktitle	= {19th International Conference of the Chilean Computer
		  Science Society {(SCCC} '99), 11-13 November 1999, Talca,
		  Chile},
  pages		= {179--186},
  year		= {1999},
  crossref	= {DBLP:conf/sccc/1999},
  url		= {https://doi.org/10.1109/SCCC.1999.810185},
  doi		= {10.1109/SCCC.1999.810185},
  timestamp	= {Thu, 25 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/BaierP99},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/sccc/hernandezb10,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Escaping Heuristic Hollows in Real-Time Search without
		  Learning},
  booktitle	= {{SCCC} 2010, Proceedings of the {XXIX} International
		  Conference of the Chilean Computer Science Society,
		  Antofagasta, Chile, 15-19 November 2010},
  pages		= {172--177},
  year		= {2010},
  crossref	= {DBLP:conf/sccc/2010},
  url		= {https://doi.org/10.1109/SCCC.2010.16},
  doi		= {10.1109/SCCC.2010.16},
  timestamp	= {Thu, 25 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/sccc/HernandezB10},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2011,
  editor	= {Daniel Borrajo and Maxim Likhachev and Carlos Linares
		  L{\'{o}}pez},
  title		= {Proceedings of the Fourth Annual Symposium on
		  Combinatorial Search, {SOCS} 2011, Castell de Cardona,
		  Barcelona, Spain, July 15.16, 2011},
  publisher	= {{AAAI} Press},
  year		= {2011},
  timestamp	= {Thu, 07 Jul 2011 18:00:20 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2011},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2012,
  editor	= {Daniel Borrajo and Ariel Felner and Richard E. Korf and
		  Maxim Likhachev and Carlos Linares L{\'{o}}pez and Wheeler
		  Ruml and Nathan R. Sturtevant},
  title		= {Proceedings of the Fifth Annual Symposium on Combinatorial
		  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July
		  19-21, 2012},
  publisher	= {{AAAI} Press},
  year		= {2012},
  timestamp	= {Fri, 17 Aug 2012 08:29:08 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2012},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2013,
  editor	= {Malte Helmert and Gabriele R{\"{o}}ger},
  title		= {Proceedings of the Sixth Annual Symposium on Combinatorial
		  Search, {SOCS} 2013, Leavenworth, Washington, USA, July
		  11-13, 2013},
  publisher	= {{AAAI} Press},
  year		= {2013},
  url		= {http://www.aaai.org/Library/SOCS/socs13contents.php},
  isbn		= {978-1-57735-584-7},
  timestamp	= {Tue, 20 Aug 2013 16:04:32 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2013},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2014,
  editor	= {Stefan Edelkamp and Roman Bart{\'{a}}k},
  title		= {Proceedings of the Seventh Annual Symposium on
		  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,
		  15-17 August 2014},
  publisher	= {{AAAI} Press},
  year		= {2014},
  url		= {http://www.aaai.org/Library/SOCS/socs14contents.php},
  isbn		= {978-1-57735-676-9},
  timestamp	= {Thu, 31 Jul 2014 13:17:58 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2014},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2016,
  editor	= {Jorge A. Baier and Adi Botea},
  title		= {Proceedings of the Ninth Annual Symposium on Combinatorial
		  Search, {SOCS} 2016, Tarrytown, NY, USA, July 6-8, 2016},
  publisher	= {{AAAI} Press},
  year		= {2016},
  url		= {http://www.aaai.org/Library/SOCS/socs16contents.php},
  isbn		= {978-1-57735-769-8},
  timestamp	= {Fri, 12 Aug 2016 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2016},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2017,
  editor	= {Alex Fukunaga and Akihiro Kishimoto},
  title		= {Proceedings of the Tenth International Symposium on
		  Combinatorial Search, {SOCS} 2017, 16-17 June 2017,
		  Pittsburgh, Pennsylvania, {USA}},
  publisher	= {{AAAI} Press},
  year		= {2017},
  url		= {http://www.aaai.org/Library/SOCS/socs17contents.php},
  timestamp	= {Tue, 24 Jul 2018 08:02:34 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2017},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Proceedings{	  dblp:conf/socs/2018,
  editor	= {Vadim Bulitko and Sabine Storandt},
  title		= {Proceedings of the Eleventh International Symposium on
		  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -
		  14-15 July 2018},
  publisher	= {{AAAI} Press},
  year		= {2018},
  url		= {http://www.aaai.org/Library/SOCS/socs18contents.php},
  isbn		= {978-1-57735-802-2},
  timestamp	= {Tue, 24 Jul 2018 20:17:24 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/2018},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hernandezab14,
  author	= {Carlos Hern{\'{a}}ndez and Roberto As{\'{\i}}n and Jorge
		  A. Baier},
  title		= {Time-Bounded Best-First Search},
  booktitle	= {Proceedings of the Seventh Annual Symposium on
		  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,
		  15-17 August 2014.},
  year		= {2014},
  crossref	= {DBLP:conf/socs/2014},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932},
  timestamp	= {Thu, 31 Jul 2014 13:17:58 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HernandezAB14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hernandezb11,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Real-Time Adaptive A* with Depression Avoidance},
  booktitle	= {Proceedings of the Fourth Annual Symposium on
		  Combinatorial Search, {SOCS} 2011, Castell de Cardona,
		  Barcelona, Spain, July 15.16, 2011},
  year		= {2011},
  crossref	= {DBLP:conf/socs/2011},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036},
  timestamp	= {Tue, 09 Aug 2011 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HernandezB11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hernandezb14,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Toward a Search Strategy for Anytime Search in Linear
		  Space Using Depth-First Branch and Bound},
  booktitle	= {Proceedings of the Seventh Annual Symposium on
		  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,
		  15-17 August 2014.},
  year		= {2014},
  crossref	= {DBLP:conf/socs/2014},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935},
  timestamp	= {Thu, 31 Jul 2014 13:17:58 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HernandezB14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hernandezbuk12,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier and Tansel Uras
		  and Sven Koenig},
  title		= {Position Paper: Incremental Search Algorithms Considered
		  Poorly Understood},
  booktitle	= {Proceedings of the Fifth Annual Symposium on Combinatorial
		  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July
		  19-21, 2012},
  year		= {2012},
  crossref	= {DBLP:conf/socs/2012},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414},
  timestamp	= {Fri, 17 Aug 2012 08:29:08 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HernandezBUK12},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hernandezbuk12a,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier and Tansel Uras
		  and Sven Koenig},
  title		= {Paper Summary: Time-Bounded Adaptive {A}},
  booktitle	= {Proceedings of the Fifth Annual Symposium on Combinatorial
		  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July
		  19-21, 2012},
  year		= {2012},
  crossref	= {DBLP:conf/socs/2012},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415},
  timestamp	= {Sat, 18 Aug 2012 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HernandezBUK12a},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/hormazabaldhb17,
  author	= {Nicol{\'{a}}s Hormaz{\'{a}}bal and Antonio D{\'{\i}}az and
		  Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Fast and Almost Optimal Any-Angle Pathfinding Using the
		  2\({}^{\mbox{k}}\) Neighborhoods},
  booktitle	= {Proceedings of the Tenth International Symposium on
		  Combinatorial Search, {SOCS} 2017, 16-17 June 2017,
		  Pittsburgh, Pennsylvania, {USA.}},
  pages		= {139--143},
  year		= {2017},
  crossref	= {DBLP:conf/socs/2017},
  url		= {https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806},
  timestamp	= {Tue, 24 Jul 2018 08:02:34 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/HormazabalDHB17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/krammrhb18,
  author	= {Benjam{\'{\i}}n Kramm and Nicolas Rivera and Carlos
		  Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {A Suboptimality Bound for 2\({}^{\mbox{k}}\) Grid Path
		  Planning},
  booktitle	= {Proceedings of the Eleventh International Symposium on
		  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -
		  14-15 July 2018},
  pages		= {63--71},
  year		= {2018},
  crossref	= {DBLP:conf/socs/2018},
  url		= {https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975},
  timestamp	= {Tue, 24 Jul 2018 20:17:24 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/KrammRHB18},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/munozfhb18,
  author	= {Franco Mu{\~{n}}oz and Miguel Fadic and Carlos
		  Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {A Neural Network for Decision Making in Real-Time
		  Heuristic Search},
  booktitle	= {Proceedings of the Eleventh International Symposium on
		  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -
		  14-15 July 2018},
  pages		= {173--177},
  year		= {2018},
  crossref	= {DBLP:conf/socs/2018},
  url		= {https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976},
  timestamp	= {Tue, 24 Jul 2018 20:17:24 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/MunozFHB18},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/socs/riveraibh13,
  author	= {Nicolas Rivera and Leon Illanes and Jorge A. Baier and
		  Carlos Hern{\'{a}}ndez},
  title		= {Reconnecting with the Ideal Tree: An Alternative to
		  Heuristic Learning in Real-Time Search},
  booktitle	= {Proceedings of the Sixth Annual Symposium on Combinatorial
		  Search, {SOCS} 2013, Leavenworth, Washington, USA, July
		  11-13, 2013.},
  year		= {2013},
  crossref	= {DBLP:conf/socs/2013},
  url		= {http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270},
  timestamp	= {Tue, 20 Aug 2013 16:04:32 +0200},
  biburl	= {https://dblp.org/rec/bib/conf/socs/RiveraIBH13},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/wacv/ruzpplegwms15,
  author	= {Cristian Ruz and Christian Pieringer and Billy Peralta and
		  Ivan Lillo and Pablo Espinace and R. Gonzalez and B. Wendt
		  and Domingo Mery and Alvaro Soto},
  title		= {Visual Recognition to Access and Analyze People Density
		  and Flow Patterns in Indoor Environments},
  booktitle	= {{WACV}},
  pages		= {1--8},
  publisher	= {{IEEE} Computer Society},
  year		= {2015}
}



@Proceedings{	  dblp:conf/waim/2004,
  editor	= {Qing Li and Guoren Wang and Ling Feng},
  title		= {Advances in Web-Age Information Management: 5th
		  International Conference, {WAIM} 2004, Dalian, China, July
		  15-17, 2004},
  series	= {Lecture Notes in Computer Science},
  volume	= {3129},
  publisher	= {Springer},
  year		= {2004},
  url		= {https://doi.org/10.1007/b98703},
  doi		= {10.1007/b98703},
  isbn		= {3-540-22418-1},
  timestamp	= {Wed, 14 Mar 2018 16:00:06 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/waim/2004},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  dblp:conf/waim/wechslerbnb04,
  author	= {Katia Wechsler and Jorge A. Baier and Miguel Nussbaum and
		  Ricardo A. Baeza{-}Yates},
  title		= {Semantic Search in the {WWW} Supported by a Cognitive
		  Model},
  booktitle	= {Advances in Web-Age Information Management: 5th
		  International Conference, {WAIM} 2004, Dalian, China, July
		  15-17, 2004},
  pages		= {315--324},
  year		= {2004},
  crossref	= {DBLP:conf/waim/2004},
  url		= {https://doi.org/10.1007/978-3-540-27772-9\_32},
  doi		= {10.1007/978-3-540-27772-9\_32},
  timestamp	= {Wed, 14 Mar 2018 16:00:06 +0100},
  biburl	= {https://dblp.org/rec/bib/conf/waim/WechslerBNB04},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/aamas/hernandezukbsm15,
  author	= {Carlos Hern{\'{a}}ndez and Tansel Uras and Sven Koenig and
		  Jorge A. Baier and Xiaoxun Sun and Pedro Meseguer},
  title		= {Reusing cost-minimal paths for goal-directed navigation in
		  partially known terrains},
  journal	= {Autonomous Agents and Multi-Agent Systems},
  volume	= {29},
  number	= {5},
  pages		= {850--895},
  year		= {2015},
  url		= {https://doi.org/10.1007/s10458-014-9266-0},
  doi		= {10.1007/s10458-014-9266-0},
  timestamp	= {Sat, 20 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/aamas/HernandezUKBSM15},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/ai/baierbm09,
  author	= {Jorge A. Baier and Fahiem Bacchus and Sheila A.
		  McIlraith},
  title		= {A heuristic search approach to planning with temporally
		  extended preferences},
  journal	= {Artif. Intell.},
  volume	= {173},
  number	= {5-6},
  pages		= {593--618},
  year		= {2009},
  url		= {https://doi.org/10.1016/j.artint.2008.11.011},
  doi		= {10.1016/j.artint.2008.11.011},
  timestamp	= {Sat, 27 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/ai/BaierBM09},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/ai/riverabh15,
  author	= {Nicolas Rivera and Jorge A. Baier and Carlos
		  Hern{\'{a}}ndez},
  title		= {Incorporating weights into real-time heuristic search},
  journal	= {Artif. Intell.},
  volume	= {225},
  pages		= {1--23},
  year		= {2015},
  url		= {https://doi.org/10.1016/j.artint.2015.03.008},
  doi		= {10.1016/j.artint.2015.03.008},
  timestamp	= {Sat, 27 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/ai/RiveraBH15},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/aicom/baier11,
  author	= {Jorge A. Baier},
  title		= {Planning with rich goals, preferences and procedural
		  operators via reformulation},
  journal	= {{AI} Commun.},
  volume	= {24},
  number	= {4},
  pages		= {347--348},
  year		= {2011},
  url		= {https://doi.org/10.3233/AIC-2011-0507},
  doi		= {10.3233/AIC-2011-0507},
  timestamp	= {Thu, 18 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/aicom/Baier11},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/aim/baierm08,
  author	= {Jorge A. Baier and Sheila A. McIlraith},
  title		= {Planning with Preferences},
  journal	= {{AI} Magazine},
  volume	= {29},
  number	= {4},
  pages		= {25--36},
  year		= {2008},
  url		= {http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204},
  timestamp	= {Mon, 27 Dec 2010 00:00:00 +0100},
  biburl	= {https://dblp.org/rec/bib/journals/aim/BaierM08},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/cloudcomp/ibanezrhb16,
  author	= {Matias Ibanez and Cristian Ruz and Ludovic Henrio and
		  Javier Bustos{-}Jim{\'{e}}nez},
  title		= {Reconfigurable Applications Using GCMScript},
  journal	= {{IEEE} Cloud Computing},
  volume	= {3},
  number	= {3},
  pages		= {30--39},
  year		= {2016}
}



@Article{	  dblp:journals/corr/abs-0710-5348,
  author	= {Cristian Ruz and Fran{\c{c}}oise Baude and Virginie
		  Legrand Contes},
  title		= {Towards Grid Monitoring and deployment in Jade, using
		  ProActive},
  journal	= {CoRR},
  volume	= {abs/0710.5348},
  year		= {2007}
}



@Article{	  dblp:journals/corr/hernandezb14,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Avoiding and Escaping Depressions in Real-Time Heuristic
		  Search},
  journal	= {CoRR},
  volume	= {abs/1401.5854},
  year		= {2014},
  url		= {http://arxiv.org/abs/1401.5854},
  archiveprefix	= {arXiv},
  eprint	= {1401.5854},
  timestamp	= {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/corr/HernandezB14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/corr/icartebrs17,
  author	= {Rodrigo Toro Icarte and Jorge A. Baier and Cristian Ruz
		  and Alvaro Soto},
  title		= {How a General-Purpose Commonsense Ontology can Improve
		  Performance of Learning-Based Image Retrieval},
  journal	= {CoRR},
  volume	= {abs/1705.08844},
  year		= {2017},
  url		= {http://arxiv.org/abs/1705.08844},
  archiveprefix	= {arXiv},
  eprint	= {1705.08844},
  timestamp	= {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/corr/IcarteBRS17},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/jair/hernandezb12,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier},
  title		= {Avoiding and Escaping Depressions in Real-Time Heuristic
		  Search},
  journal	= {J. Artif. Intell. Res.},
  volume	= {43},
  pages		= {523--570},
  year		= {2012},
  url		= {https://doi.org/10.1613/jair.3590},
  doi		= {10.1613/jair.3590},
  timestamp	= {Wed, 21 Jun 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/jair/HernandezB12},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/jair/hernandezba16,
  author	= {Carlos Hern{\'{a}}ndez and Jorge A. Baier and Roberto
		  As{\'{\i}}n},
  title		= {Time-Bounded Best-First Search for Reversible and
		  Non-reversible Search Graphs},
  journal	= {J. Artif. Intell. Res.},
  volume	= {56},
  pages		= {547--571},
  year		= {2016},
  url		= {https://doi.org/10.1613/jair.5073},
  doi		= {10.1613/jair.5073},
  timestamp	= {Wed, 21 Jun 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/jair/HernandezBA16},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/jair/riveraibh14,
  author	= {Nicolas Rivera and Leon Illanes and Jorge A. Baier and
		  Carlos Hern{\'{a}}ndez},
  title		= {Reconnection with the Ideal Tree: {A} New Approach to
		  Real-Time Search},
  journal	= {J. Artif. Intell. Res.},
  volume	= {50},
  pages		= {235--264},
  year		= {2014},
  url		= {https://doi.org/10.1613/jair.4292},
  doi		= {10.1613/jair.4292},
  timestamp	= {Wed, 21 Jun 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/jair/RiveraIBH14},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/jetai/baierp03,
  author	= {Jorge A. Baier and Javier Pinto},
  title		= {Planning under uncertainty as Golog programs},
  journal	= {J. Exp. Theor. Artif. Intell.},
  volume	= {15},
  number	= {4},
  pages		= {383--405},
  year		= {2003},
  url		= {https://doi.org/10.1080/0952813031000064567},
  doi		= {10.1080/0952813031000064567},
  timestamp	= {Thu, 18 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/jetai/BaierP03},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@Article{	  dblp:journals/jisa/aubonnethkklmrs15,
  author	= {Tatiana Aubonnet and Ludovic Henrio and Soumia Kessal and
		  Oleksandra Kulankhina and Fr{\'{e}}d{\'{e}}ric Lemoine and
		  Eric Madelaine and Cristian Ruz and No{\"{e}}mie Simoni},
  title		= {Management of service compositionbased on self-controlled
		  components},
  journal	= {J. Internet Services and Applications},
  volume	= {6},
  number	= {1},
  pages		= {15:1--15:17},
  year		= {2015}
}



@Article{	  dblp:journals/pami/lobelvs15,
  author	= {Hans Lobel and Ren{\'{e}} Vidal and Alvaro Soto},
  title		= {Learning Shared, Discriminative, and Compact
		  Representations for Visual Recognition},
  journal	= {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume	= {37},
  number	= {11},
  pages		= {2218--2231},
  year		= {2015}
}



@Article{	  dblp:journals/spe/baudehr15,
  author	= {Fran{\c{c}}oise Baude and Ludovic Henrio and Cristian Ruz},
  title		= {Programming distributed and adaptable autonomous
		  components - the GCM/ProActive framework},
  journal	= {Softw., Pract. Exper.},
  volume	= {45},
  number	= {9},
  pages		= {1189--1227},
  year		= {2015}
}



@Article{	  dblp:journals/tciaig/baierbhh15,
  author	= {Jorge A. Baier and Adi Botea and Daniel Harabor and Carlos
		  Hern{\'{a}}ndez},
  title		= {Fast Algorithm for Catching a Prey Quickly in Known and
		  Partially Known Game Maps},
  journal	= {{IEEE} Trans. Comput. Intellig. and {AI} in Games},
  volume	= {7},
  number	= {2},
  pages		= {193--199},
  year		= {2015},
  url		= {https://doi.org/10.1109/TCIAIG.2014.2337889},
  doi		= {10.1109/TCIAIG.2014.2337889},
  timestamp	= {Fri, 26 May 2017 01:00:00 +0200},
  biburl	= {https://dblp.org/rec/bib/journals/tciaig/BaierBHH15},
  bibsource	= {dblp computer science bibliography, https://dblp.org}
}



@InProceedings{	  del2017towards,
  title		= {Towards a Recommender System for Undergraduate Research},
  author	= {del-Rio, Felipe and Parra, Denis and Kuzmicic, Jovan and
		  Svec, Erick},
  journal	= {arXiv preprint arXiv:1706.06701},
  year		= {2017},
  booktitle	= {Proceedings of the Poster Track of the 11th ACM Conference
		  on Recommender Systems (RecSys 2017) },
  url		= {http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf}
}



@InProceedings{	  diaz2017enriching,
  title		= {Enriching capstone project-based learning experiences
		  using a crowdsourcing recommender engine},
  author	= {Diaz-Mosquera, Juan D and Sanabria, Pablo and Neyem,
		  Andres and Parra, Denis and Navon, Jaime},
  booktitle	= {Proceedings of the 4th International Workshop on
		  CrowdSourcing in Software Engineering},
  pages		= {25--29},
  year		= {2017},
  organization	= {IEEE Press}
}



@InProceedings{	  dolan:etal:1999,
  author	= {J. Dolan and A. Trebi-Ollennu and A. Soto and P. Khosla},
  title		= {Distributed Tactical Surveillance with ATVs},
  booktitle	= {SPIE on Unattended Ground Sensor Technologies and
		  Applications, Aerosense, Vol. 3693},
  pages		= {},
  year		= {1999},
  abstract	= {},
  url		= {}
}



@InProceedings{	  dominguez2018intrs,
  author	= {Vicente Dominguez and Pablo Messina and Christoph Trattner
		  and Denis Parra},
  title		= {Towards Explanations for Visual Recommender Systems of
		  Artistic Images},
  year		= {2018},
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf",
  booktitle	= {Joint Workshop on Interfaces and Human Decision Making for
		  Recommender Systems }
}



@InProceedings{	  dominguez2019,
  author	= "Dominguez, Vicente and Messina, Pablo and Donoso-Guzm\'an
		  and Parra, Denis",
  title		= "The Effect of Explanations and Algorithmic Accuracy on
		  Visual Recommender Systems of Artistic Images",
  booktitle	= {24th Conference on Intelligent User interfaces},
  series	= {IUI '19},
  location	= {Los Angeles, California, USA},
  year		= "2019",
  doi		= "10.1145/3301275.3302274",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf"
}



@Article{	  dominguez2020algorithmic,
  title		= {Algorithmic and HCI aspects for explaining recommendations
		  of artistic images},
  author	= {Dominguez, Vicente and Donoso-Guzm{\'a}n, Ivania Nadine
		  and Messina, Pablo and Parra, Denis},
  journal	= {ACM Transactions on Interactive Intelligent Systems
		  (TiiS)},
  year		= {2020},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf},
  doi		= "10.1145/3369396",
  publisher	= {ACM New York, NY, USA}
}



@InProceedings{	  dominguez:etal:2017,
  author	= {V. Dominguez and P. Messina and D. Parra and D. Mery and
		  C. Trattner and A. Soto},
  title		= {Comparing Neural and Attractiveness-based Visual Features
		  for Artwork Recommendation},
  year		= {2017},
  url		= {https://arxiv.org/pdf/1706.07515.pdf},
  booktitle	= {Workshop on Deep Learning for Recommender Systems,
		  co-located at RecSys 2017}
}



@InProceedings{	  donoso2018,
  author	= "Donoso-Guzman, Ivania and Parra, Denis",
  title		= "An Interactive Relevance Feedback Interface for
		  Evidence-Based Health Care",
  booktitle	= {23rd Conference on Intelligent User interfaces},
  series	= {IUI '18},
  location	= {Tokyo, Japan},
  year		= "2018",
  issn		= "1943-4294",
  doi		= "10.1007/s40558-017-0100-9",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf"
}



@InProceedings{	  espinace:etal:2010,
  author	= {P. Espinace and T. Kollar and A. Soto and N. Roy},
  title		= {Indoor Scene Recognition Through Object Detection},
  booktitle	= {Proc. of IEEE Int. Conf. on Robotics and Automation
		  (ICRA)},
  year		= {2010},
  abstract	= {Scene recognition is a highly valuable percep- tual
		  ability for an indoor mobile robot, however, current
		  approaches for scene recognition present a significant drop
		  in performance for the case of indoor scenes. We believe
		  that this can be explained by the high appearance
		  variability of indoor environments. This stresses the need
		  to include high- level semantic information in the
		  recognition process. In this work we propose a new approach
		  for indoor scene recognition based on a generative
		  probabilistic hierarchical model that uses common objects
		  as an intermediate semantic representation. Under this
		  model, we use object classifiers to associate low- level
		  visual features to objects, and at the same time, we use
		  contextual relations to associate objects to scenes. As a
		  further contribution, we improve the performance of current
		  state-of- the-art category-level object classifiers by
		  including geometrical information obtained from a 3D range
		  sensor that facilitates the implementation of a focus of
		  attention mechanism within a Monte Carlo sampling scheme.
		  We test our approach using real data, showing significant
		  advantages with respect to previous state-of-the-art
		  methods. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf}
}



@Article{	  espinace:etal:2013,
  author	= {P. Espinace and T. Kollar and N. Roy and A. Soto},
  title		= {Indoor Scene Recognition by a Mobile Robot Through
		  Adaptive Object Detection},
  journal	= {Robotics and Autonomous Systems},
  volume	= {61},
  number	= {9},
  year		= {2013},
  abstract	= {Mobile Robotics has achieved notably progress, however, to
		  increase the complexity of the tasks that mobile robots can
		  perform in natural environments, we need to provide them
		  with a greater semantic understanding of their surrounding.
		  In particular, identifying indoor scenes, such as an office
		  or a kitchen, is a highly valuable perceptual ability for
		  an indoor mobile robot, and in this paper we propose a new
		  technique to achieve this goal. As a distinguishing
		  feature, we use common objects, such as doors or
		  furnitures, as a key intermediate representation to
		  recognize indoor scenes. We frame our method as a
		  generative probabilistic hierarchical model, where we use
		  object category classifiers to associate low-level visual
		  features to objects, and contextual relations to associate
		  objects to scenes. The inherent seman- tic interpretation
		  of common objects allows us to use rich sources of online
		  data to populate the probabilistic terms of our model. In
		  contrast to alterna- tive computer vision based methods, we
		  boost performance by exploiting the embedded and dynamic
		  nature of a mobile robot. In particular, we increase
		  detection accuracy and efficiency by using a 3D range
		  sensor that allows us to implement a focus of attention
		  mechanism based on geometric and struc- tural information.
		  Furthermore, we use concepts from information theory to
		  propose an adaptive scheme that limits computational load
		  by selectively guiding the search for informative objects.
		  The operation of this scheme is facilitated by the dynamic
		  nature of a mobile robot that is constantly changing its
		  field of view. We test our approach using real data
		  captured by a mo- bile robot navigating in office and home
		  environments. Our results indicate that the proposed
		  approach outperforms several state-of-the-art techniques },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf}
}



@Article{	  espinace:soto:2008a,
  author	= {P. Espinace and D. Langdon and A. Soto},
  title		= {Unsupervised Identification of Useful Visual Landmarks
		  Using Multiple Segmentations and Top-Down Feedback},
  journal	= {Robotics and Autonomous Systems},
  volume	= {56},
  number	= {6},
  pages		= {538-548},
  year		= {2008},
  abstract	= {In this paper, we tackle the problem of unsupervised
		  selection and posterior recognition of visual landmarks in
		  images sequences acquired by an indoor mobile robot. This
		  is a highly valuable perceptual capability for a wide
		  variety of robotic applications, in particular autonomous
		  navigation. Our method combines a bottom-up data driven
		  approach with top-down feedback provided by high level
		  semantic representations. The bottom-up approach is based
		  on three main mechanisms: visual attention, area
		  segmentation, and landmark characterization. As there is no
		  segmentation method that works properly in every situation,
		  we integrate multiple segmentation algorithms in order to
		  increase the robustness of the approach. In terms of the
		  top-down feedback, this is provided by two information
		  sources: i) An estimation of the robot position that
		  reduces the searching scope for potential matches with
		  previously selected landmarks, ii) A set of weights that,
		  according to the results of previous recognitions, controls
		  the influence of each segmentation algorithm in the
		  recognition of each landmark. We test our approach with
		  encouraging results in three datasets corresponding to
		  real-world scenarios. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf}
}



@InProceedings{	  espinace:soto:2008b,
  author	= {P. Espinace and A. Soto},
  title		= {Improving the Selection and Detection of Visual Landmarks
		  Through Object Tracking},
  booktitle	= {IEEE Conf. on Computer Vision and Pattern Recognition
		  (CVPR), Workshop on Visual Localization for Mobile
		  Platforms},
  pages		= {},
  year		= {2008},
  abstract	= {},
  url		= {}
}



@InProceedings{	  espinace:soto:torres:2008,
  author	= {P. Espinace and A. Soto and M. Torres-Torriti},
  title		= {Real-Time Robot Localization In Indoor Environments Using
		  Structural Information},
  booktitle	= {IEEE Latin American Robotics Symposium (LARS)},
  pages		= {},
  year		= {2008},
  abstract	= {},
  url		= {}
}



@InProceedings{	  eyzaguirre_2020_cvpr,
  author	= {Eyzaguirre, Cristobal and Soto, Alvaro},
  title		= {Differentiable Adaptive Computation Time for Visual
		  Reasoning},
  booktitle	= {Proceedings of the IEEE/CVF Conference on Computer Vision
		  and Pattern Recognition (CVPR)},
  month		= {June},
  year		= {2020}
}



@TechReport{	  farid2021continual,
  title		= {Continual Learning of Microscopic Traffic Models Using
		  Neural Networks},
  author	= {Farid, Yashar Zeinali and Kreidieh, Abdul Rahman and
		  Khalighi, Farnoush and Lobel, Hans and Bayen, Alexandre M},
  year		= {2021}
}



@InProceedings{	  garreton:2019:dia:3308560.3316453,
  author	= {Garret\'{o}n, Manuela and Rihm, Andrea and Parra, Denis},
  title		= {\#Default \#Interactiveart \#Audiencexperience},
  booktitle	= {Companion Proceedings of The 2019 World Wide Web
		  Conference},
  series	= {WWW '19},
  year		= {2019},
  isbn		= {978-1-4503-6675-5},
  location	= {San Francisco, USA},
  pages		= {791--798},
  numpages	= {8},
  url		= {http://doi.acm.org/10.1145/3308560.3316453},
  doi		= {10.1145/3308560.3316453},
  acmid		= {3316453},
  publisher	= {ACM},
  address	= {New York, NY, USA},
  keywords	= {Arts, Instagram, Interactive art evaluation, Social Media,
		  and culture on the web}
}



@InProceedings{	  gavilanes:2015:lta:2700171.2791059,
  acmid		= {2791059},
  address	= {New York, NY, USA},
  author	= {Gavilanes, Ruth Olimpia G. and Gomez, Diego and Parra
		  Santander, Denis and Trattner, Christoph and Kaltenbrunner,
		  Andreas and Graells, Eduardo},
  booktitle	= {Proceedings of the 26th ACM Conference on Hypertext
		  \&\#38; Social Media},
  date-added	= {2015-12-30 15:01:12 +0000},
  date-modified	= {2015-12-30 15:08:02 +0000},
  doi		= {10.1145/2700171.2791059},
  isbn		= {978-1-4503-3395-5},
  keywords	= {dynamics, interactions, sociolinguistics, twitter},
  location	= {Guzelyurt, Northern Cyprus},
  numpages	= {5},
  pages		= {159--163},
  publisher	= {ACM},
  series	= {HT '15},
  title		= {Language, Twitter and Academic Conferences},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf},
  year		= {2015},
  bdsk-url-1	= {http://doi.acm.org/10.1145/2700171.2791059},
  bdsk-url-2	= {http://dx.doi.org/10.1145/2700171.2791059}
}



@Article{	  genemendoza2020,
  title		= "GENE: Graph generation conditioned on named entities for
		  polarity and controversy detection in social media",
  journal	= "Information Processing & Management",
  pages		= "102366",
  year		= "2020",
  issn		= "0306-4573",
  doi		= "10.1016/j.ipm.2020.102366",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf",
  author	= "Marcelo Mendoza and Denis Parra and Álvaro Soto",
  keywords	= "Graph-based representations, Controversy detection,
		  Polarity dynamics"
}



@Article{	  graells-garrido2018,
  author	= "Graells-Garrido, Eduardo and Caro, Diego and Parra, Denis",
  title		= "Inferring modes of transportation using mobile phone data",
  journal	= "EPJ Data Science",
  year		= "2018",
  month		= "Dec",
  day		= "04",
  volume	= "7",
  number	= "1",
  pages		= "49",
  issn		= "2193-1127",
  doi		= "10.1140/epjds/s13688-018-0177-1",
  url		= "https://doi.org/10.1140/epjds/s13688-018-0177-1"
}



@InProceedings{	  gslim,
  author	= {Larrain, Santiago and Parra, Denis and Soto, Alvaro},
  booktitle	= {Poster Proceedings of ACM RecSys 2015},
  date-added	= {2015-12-02 04:37:53 +0000},
  title		= {Towards Improving Top-N Recommendation by Generalization
		  of SLIM},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf},
  year		= {2015},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf}
}



@Article{	  gu2016,
  author	= {Yi Gu and Chaoli Wang and Jun Ma and Robert J. Nemiroff
		  and David L. Kao and Denis Parra},
  journal	= {Information Visualization},
  keywords	= {Graph models, Visualization, Recommender Systems},
  title		= {Visualization and Recommendation of Large Image and Text
		  Collections Toward Effective Sensemaking},
  publisher	= {SAGE Publications},
  year		= {2016},
  doi		= {10.1177/1473871616630778},
  url		= {http://www.nd.edu/~cwang11/research/iv16-igraph.pdf}
}



@InProceedings{	  guarini:etal:1995,
  author	= {M. Guarini and A. Soto and A. Cipriano and A. Guesalaga
		  and J. Caceres},
  title		= {Measurement of physical characteristics of foam in
		  flotation cells},
  booktitle	= {In Proc. of Int. Conference: Copper-95},
  pages		= {},
  year		= {1995},
  abstract	= {},
  url		= {}
}



@InProceedings{	  guerra2013encouraging,
  author	= {Guerra, Julio and Parra, Denis and Brusilovsky, Peter},
  booktitle	= {2nd Workshop on Intelligent Support for Learning in Groups
		  - AIED 2013},
  title		= {Encouraging Online Student Reading with Social
		  Visualization Support},
  year		= {2013}
}



@InProceedings{	  han2014study,
  author	= {Han, Shuguang and Hsiao, I-Han and Parra, Denis},
  booktitle	= {Proceedings of the 2014 International Social Computing,
		  Behavioral Modeling and Prediction Conference},
  title		= {A Study of Mobile Information Exploration with Multi-Touch
		  Interactions},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf},
  year		= {2014},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf}
}



@Article{	  he2016survey,
  title		= {Interactive recommender systems: a survey of the state of
		  the art and future research challenges and opportunities},
  author	= {He, Chen and Parra, Denis and Verbert, Katrien},
  journal	= {Expert Systems with Applications},
  doi		= {10.1016/j.eswa.2016.02.013},
  year		= {2016},
  publisher	= {Elsevier},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf}
}



@InProceedings{	  herrera2018,
  author	= "Herrera, Jose and Poblete, Barbara and Parra, Denis",
  title		= "Learning to Leverage Microblog Information for QA
		  Retrieval",
  booktitle	= {Proceedings of the European Conference in Information
		  Retrieval},
  year		= "2018",
  doi		= "10.1007/978-3-319-76941-7_38",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf"
}



@Article{	  herrera2019social,
  title		= {Social QA in non-CQA platforms},
  author	= {Herrera, Jos{\'e} and Parra, Denis and Poblete, Barbara},
  journal	= {Future Generation Computer Systems},
  year		= {2020},
  volume	= {105},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf},
  doi		= {https://doi.org/10.1016/j.future.2019.12.023},
  pages		= {631--649},
  publisher	= {Elsevier}
}



@InProceedings{	  hsiao2012comparative,
  author	= {Hsiao, I-Han and Guerra, Julio and Parra, Denis and
		  Bakalov, Fedor and K{\"o}nig-Ries, Birgitta and
		  Brusilovsky, Peter},
  booktitle	= {Proceedings of the International Working Conference on
		  Advanced Visual Interfaces},
  organization	= {ACM},
  pages		= {303--307},
  title		= {Comparative social visualization for personalized
		  e-learning},
  year		= {2012}
}



@InProceedings{	  jingwei:etal:2018,
  author	= {J. Ji and S. Buch and JC. Niebles and A. Soto},
  title		= {End-to-End Joint Semantic Segmentation of Actors and
		  Actions in Video},
  booktitle	= {{ECCV}},
  year		= {2018},
  abstract	= {Traditional video understanding tasks include human action
		  recognition and actor-object semantic segmentation.
		  However, the joint task of providing semantic segmentation
		  for different actor classes simultaneously with their
		  action class remains a challenging but necessary task for
		  many applications. In this work, we propose a new
		  end-to-end architecture for tackling this joint task in
		  videos. Our model effectively leverages multiple input
		  modalities, contextual information, and joint multitask
		  learning in the video to directly output semantic
		  segmentations in a single unified framework. We train and
		  benchmark our model on the large-scale Actor-Action Dataset
		  (A2D) for joint actor-action semantic segmentation, and
		  demonstrate state-of-the-art performance for both
		  segmentation and detection. We also perform experiments
		  verifying our joint approach improves performance for
		  zero-shot understanding, indicating generalizability of our
		  jointly learned feature space.},
  url		= {http://svl.stanford.edu/assets/papers/ji2018eccv.pdf}
}



@InProceedings{	  kevin:etal:2018,
  author	= {K. Chen and J.P De Vicente and G. Sepulveda and F. Xia and
		  A. Soto and M. Vazquez and S. Savarese},
  title		= {A Behavioral Approach to Visual Navigation with Graph
		  Localization Networks},
  booktitle	= {RSS},
  year		= {2019},
  abstract	= {Inspired by research in psychology, we introduce a
		  behavioral approach for visual navigation using topological
		  maps. Our goal is to enable a robot to navigate from one
		  location to another, relying only on its visual
		  observations and the topological map of the environment. To
		  this end, we propose using graph neural networks for
		  localizing the agent in the map, and decompose the action
		  space into primitive behaviors implemented as convolutional
		  or recurrent neural networks. Using the Gibson simulator
		  and the Stanford 2D-3D-S dataset, we verify that our
		  approach outperforms relevant baselines and is able to
		  navigate in both seen and unseen indoor environments.},
  url		= {https://graphnav.stanford.edu/}
}



@InProceedings{	  lacic2014recommending,
  author	= {Lacic, Emanuel and Kowald, Dominik and Seitlinger, Paul
		  and Trattner, Christoph and Parra, Denis},
  journal	= {arXiv preprint arXiv:1406.7727},
  title		= {Recommending Items in Social Tagging Systems Using Tag and
		  Time Information},
  year		= {2014}
}



@InProceedings{	  lacic2014utilizing,
  author	= {Lacic, Emanuel and Kowald, Dominik and Eberhard, Lukas and
		  Trattner, Christoph and Parra, Denis and Marinho, Leandro},
  journal	= {arXiv preprint arXiv:1405.1837},
  title		= {Utilizing Online Social Network and Location-Based Data to
		  Recommend Items in an Online Marketplace},
  year		= {2014}
}



@InProceedings{	  lacic:2014:tss:2567948.2579245,
  author	= {Lacic, Emanuel and Kowald, Dominik and Parra, Denis and
		  Kahr, Martin and Trattner, Christoph},
  title		= {Towards a Scalable Social Recommender Engine for Online
		  Marketplaces: The Case of Apache Solr},
  booktitle	= {Proceedings of the 23rd International Conference on World
		  Wide Web},
  series	= {WWW '14 Companion},
  year		= {2014},
  isbn		= {978-1-4503-2745-9},
  location	= {Seoul, Korea},
  pages		= {817--822},
  numpages	= {6},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf},
  doi		= {10.1145/2567948.2579245},
  acmid		= {2579245},
  publisher	= {International World Wide Web Conferences Steering
		  Committee},
  address	= {Republic and Canton of Geneva, Switzerland},
  keywords	= {apache solr, online marketplaces, scalability, social
		  recommender engine}
}



@InProceedings{	  langdon:soto:mery:2006,
  author	= {D. Langdon and A. Soto and D. Mery},
  title		= {Automatic Selection and Detection of Visual Landmarks
		  Using Multiple Segmentations},
  booktitle	= {IEEE Pacific-Rim Symposium on Image and Video Technology
		  (PSIVT), LNCS 4319},
  pages		= {601-610},
  year		= {2006},
  abstract	= {},
  url		= {}
}



@InProceedings{	  larrain:2015:gtb:2792838.2799682,
  acmid		= {2799682},
  address	= {New York, NY, USA},
  author	= {Larrain, Santiago and Trattner, Christoph and Parra, Denis
		  and Graells-Garrido, Eduardo and N{\o}rv{\aa}g, Kjetil},
  booktitle	= {Proceedings of the 9th ACM Conference on Recommender
		  Systems},
  date-added	= {2015-12-30 15:02:05 +0000},
  date-modified	= {2015-12-30 15:05:45 +0000},
  doi		= {10.1145/2792838.2799682},
  isbn		= {978-1-4503-3692-5},
  keywords	= {collaborative filtering, social tagging, time-aware
		  recommendations},
  location	= {Vienna, Austria},
  numpages	= {4},
  pages		= {269--272},
  publisher	= {ACM},
  series	= {RecSys '15},
  title		= {Good Times Bad Times: A Study on Recency Effects in
		  Collaborative Filtering for Social Tagging},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf},
  year		= {2015},
  bdsk-url-1	= {http://doi.acm.org/10.1145/2792838.2799682},
  bdsk-url-2	= {http://dx.doi.org/10.1145/2792838.2799682}
}



@Article{	  lee2018,
  title		= "Predicting Process Behavior Meets Factorization Machines",
  journal	= "Expert Systems with Applications",
  year		= "2018",
  issn		= "0957-4174",
  doi		= "10.1016/j.eswa.2018.05.035",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf",
  author	= "Wai Lam Jonathan Lee and Denis Parra and Jorge Munoz-Gama
		  and Marcos Sepúlveda",
  keywords	= "Recommender Systems, Business Process Management,
		  Predictive Business Process Monitoring"
}



@InProceedings{	  lillo:etal:2014,
  author	= {I. Lillo and JC. Niebles and A. Soto},
  title		= {Discriminative Hierarchical Modeling of Spatio-Temporally
		  Composable Human Activities},
  booktitle	= {{CVPR}},
  year		= {2014},
  abstract	= {This paper proposes a framework for recognizing complex
		  human activities in videos. Our method describes human
		  activities in a hierarchical discriminative model that
		  operates at three semantic levels. At the lower level, body
		  poses are encoded in a representative but discriminative
		  pose dictionary. At the intermediate level, encoded poses
		  span a space where simple human actions are composed. At
		  the highest level, our model captures temporal and spatial
		  compositions of actions into complex human activities. Our
		  human activity classifier simultaneously models which body
		  parts are relevant to the action of interest as well as
		  their appearance and composition using a discriminative
		  approach. By formulating model learning in a max-margin
		  framework, our approach achieves powerful multi-class
		  discrimination while providing useful annotations at the
		  intermediate semantic level. We show how our hierarchical
		  compositional model provides natural handling of
		  occlusions. To evaluate the effectiveness of our proposed
		  framework, we introduce a new dataset of composed human
		  activities. We provide empirical evidence that our method
		  achieves state-of-the-art activity classification
		  performance on several benchmark datasets.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf}
}



@InProceedings{	  lillo:etal:2016,
  author	= {I. Lillo and JC. Niebles and A. Soto},
  title		= {A Hierarchical Pose-Based Approach to Complex Action
		  Understanding Using Dictionaries of Actionlets and Motion
		  Poselets},
  booktitle	= {{CVPR}},
  year		= {2016},
  abstract	= {In this paper, we introduce a new hierarchical model for
		  human action recognition using body joint locations. Our
		  model can categorize complex actions in videos, and perform
		  spatio-temporal annotations of the atomic actions that
		  compose the complex action being performed. That is, for
		  each atomic action, the model generates temporal action
		  annotations by estimating its starting and ending times, as
		  well as, spatial annotations by inferring the human body
		  parts that are involved in executing the action. Our model
		  includes three key novel properties: (i) it can be trained
		  with no spatial supervision, as it can automatically
		  discover active body parts from temporal action annotations
		  only; (ii) it jointly learns flexible representations for
		  motion poselets and actionlets that encode the visual
		  variability of body parts and atomic actions; (iii) a
		  mechanism to discard idle or non-informative body parts
		  which increases its robustness to common pose estimation
		  errors. We evaluate the performance of our method using
		  multiple action recognition benchmarks. Our model
		  consistently outperforms baselines and state-of-the-art
		  action recognition methods.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf}
}



@Article{	  lillo:etal:2017,
  author	= {I. Lillo and JC. Niebles and A. Soto},
  title		= {Sparse composition of body poses and atomic actions for
		  human activity recognition in RGB-D videos},
  journal	= {Image and Vision Computing},
  volume	= {59},
  number	= {March},
  pages		= {63-75},
  year		= {2017},
  abstract	= {This paper presents an approach to recognize human
		  activities using body poses estimated from RGB-D data. We
		  focus on recognizing complex activities composed of
		  sequential or simultaneous atomic actions characterized by
		  body motions of a single actor. We tackle this problem by
		  introducing a hierarchical compositional model that
		  operates at three levels of abstraction. At the lowest
		  level, geometric and motion descriptors are used to learn a
		  dictionary of body poses. At the intermediate level, sparse
		  compositions of these body poses are used to obtain
		  meaningful representations for atomic human actions.
		  Finally, at the highest level, spatial and temporal
		  compositions of these atomic actions are used to represent
		  complex human activities. Our results show the benefits of
		  using a hierarchical model that exploits the sharing and
		  composition of body poses into atomic actions, and atomic
		  actions into activities. A quantitative evaluation using
		  two benchmark datasets illustrates the advantages of our
		  model to perform action and activity recognition.},
  url		= {http://www.sciencedirect.com/science/article/pii/S0262885616301949}
}



@Article{	  lin2019tag,
  title		= {Tag-based information access in image collections:
		  insights from log and eye-gaze analyses},
  author	= {Lin, Yi-Ling and Parra, Denis and Trattner, Christoph and
		  Brusilovsky, Peter},
  journal	= {Knowledge and Information Systems},
  pages		= {1--28},
  year		= {2019},
  publisher	= {Springer},
  doi		= {10.1007/s10115-019-01343-4}
}



@InProceedings{	  lobel-a:etal:2013,
  author	= {H. Lobel and R. Vidal and A. Soto},
  title		= {Hierarchical Joint Max-Margin Learning of Mid and Top
		  Level Representations for Visual Recognition},
  booktitle	= {{ICCV}},
  year		= {2013},
  abstract	= {Currently, Bag-of-Visual-Words (BoVW) and part-based
		  methods are the most popular approaches for visual
		  recognition. In both cases, a mid-level representation is
		  build on top of low level image descriptors while top
		  levels classifiers use this mid-level representation to
		  achieve visual recognition. While in current part-based
		  approaches, mid and top level representations are usually
		  jointly trained, this is not the usual case for BoVW
		  schemes. A main reason is the complex data association
		  problem associated to the larger size of the visual
		  dictionary usually needed by BoVW approaches at the
		  mid-level layer. As a further observation, typical
		  solutions based on BoVW and part-based representations are
		  usually limited to binary classification problems, a
		  strategy that ignores relevant correlations among classes.
		  In this work we propose a novel hierarchical approach for
		  visual recognition that, in the context of a BoVW scheme,
		  jointly learns suitable mid and top level representations.
		  Furthermore, using a max-margin learning framework, the
		  proposed approach directly handles the multiclass case at
		  both levels of abstraction. We test our proposed method
		  using several popular benchmarks datasets. As our main
		  result, we demonstrate that by coupling learning of mid and
		  top level representations, the proposed approach fosters
		  sharing of discriminativity words among target classes,
		  being able to achieve state-of-the-art recognition
		  performance using far less visual words than previous
		  approaches.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf}
}



@InProceedings{	  lobel-b:etal:2013,
  author	= {H. Lobel and R. Vidal and D. Mery and A. Soto.},
  title		= {Joint Dictionary and Classifier learning for
		  Categorization of Images using a Max-margin Framework},
  booktitle	= {6th Pacific-Rim Symposium on Image and Video Technology,
		  PSIVT},
  year		= {2013},
  abstract	= {The Bag-of-Visual-Words (BoVW) model is a popular approach
		  for visual recognition. Used successfully in many different
		  tasks, simplicity and good performance are the main reasons
		  for its popularity. The central aspect of this model, the
		  visual dictionary, is used to build mid-level
		  representations based on low level image descriptors.
		  Classifiers are then trained using these mid-level
		  representations to perform categorization. While most works
		  based on BoVW models have been focused on learning a
		  suitable dictionary or on proposing a suitable pooling
		  strategy, little effort has been devoted to explore and
		  improve the coupling between the dictionary and the
		  top-level classifiers, in order to gen- erate more
		  discriminative models. This problem can be highly complex
		  due to the large dictionary size usually needed by these
		  methods. Also, most BoVW based systems usually perform
		  multiclass categorization using a one-vs-all strat- egy,
		  ignoring relevant correlations among classes. To tackle the
		  previous issues, we propose a novel approach that jointly
		  learns dictionary words and a proper top- level multiclass
		  classifier. We use a max-margin learning framework to
		  minimize a regularized energy formulation, allowing us to
		  propagate labeled information to guide the commonly
		  unsupervised dictionary learning process. As a result we
		  produce a dictionary that is more compact and
		  discriminative. We test our method on several popular
		  datasets, where we demonstrate that our joint optimization
		  strategy induces a word sharing behavior among the target
		  classes, being able to achieve state-of-the-art performance
		  using far less visual words than previous approaches. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf}
}



@Article{	  lobel2020,
  doi		= {10.1016/j.cviu.2019.102841},
  url		= {https://doi.org/10.1016/j.cviu.2019.102841},
  year		= {2020},
  month		= feb,
  publisher	= {Elsevier {BV}},
  volume	= {191},
  pages		= {102841},
  author	= {Hans Lobel and Ren{\'{e}} Vidal and Alvaro Soto},
  title		= {{CompactNets}: Compact Hierarchical Compositional Networks
		  for Visual Recognition},
  journal	= {Computer Vision and Image Understanding}
}



@Article{	  lobel2020102841,
  title		= {CompactNets: Compact Hierarchical Compositional Networks
		  for Visual Recognition},
  journal	= {Computer Vision and Image Understanding},
  volume	= {191},
  pages		= {102841},
  year		= {2020},
  issn		= {1077-3142},
  doi		= {https://doi.org/10.1016/j.cviu.2019.102841},
  url		= {https://www.sciencedirect.com/science/article/pii/S1077314218301905},
  author	= {Hans Lobel and René Vidal and Alvaro Soto},
  keywords	= {Deep learning, Regularization, Group sparsity, Image
		  categorization},
  abstract	= {CNN-based models currently provide state-of-the-art
		  performance in image categorization tasks. While these
		  methods are powerful in terms of representational capacity,
		  they are generally not conceived with explicit means to
		  control complexity. This might lead to scenarios where
		  resources are used in a non-optimal manner, increasing the
		  number of unspecialized or repeated neurons, and
		  overfitting to data. In this work we propose CompactNets, a
		  new approach to visual recognition that learns a hierarchy
		  of shared, discriminative, specialized, and compact
		  representations. CompactNets naturally capture the notion
		  of compositional compactness, a characterization of
		  complexity in compositional models, consisting on using the
		  smallest number of patterns to build a suitable visual
		  representation. We employ a structural regularizer with
		  group-sparse terms in the objective function, that induces
		  on each layer, an efficient and effective use of elements
		  from the layer below. In particular, this allows groups of
		  top-level features to be specialized based on category
		  information. We evaluate CompactNets on the ILSVRC12
		  dataset, obtaining compact representations and competitive
		  performance, using an order of magnitude less parameters
		  than common CNN-based approaches. We show that CompactNets
		  are able to outperform other group-sparse-based approaches,
		  in terms of performance and compactness. Finally,
		  transfer-learning experiments on small-scale datasets
		  demonstrate high generalization power, providing remarkable
		  categorization performance with respect to alternative
		  approaches.}
}



@Article{	  lobel:etal:2015,
  author	= {H. Lobel and R. Vidal and A. Soto},
  title		= {Learning Shared, Discriminative, and Compact
		  Representations for Visual Recognition},
  journal	= {{IEEE} Transactions on Pattern Analysis and Machine
		  Intelligence},
  volume	= {37},
  number	= {11},
  year		= {2015},
  abstract	= {Dictionary-based and part-based methods are among the most
		  popular approaches to visual recognition. In both methods,
		  a mid-level representation is built on top of low-level
		  image descriptors and high-level classifiers are trained on
		  top of the mid-level representation. While earlier methods
		  built the mid-level representation without supervision,
		  there is currently great interest in learning both
		  representations jointly to make the mid-level
		  representation more discriminative. In this work we propose
		  a new approach to visual recognition that jointly learns a
		  shared, discriminative, and compact mid-level
		  representation and a compact high-level representation. By
		  using a structured output learning framework, our approach
		  directly handles the multiclass case at both levels of
		  abstraction. Moreover, by using a group-sparse prior in the
		  structured output learning framework, our approach
		  encourages sharing of visual words and thus reduces the
		  number of words used to represent each class. We test our
		  proposed method on several popular benchmarks. Our results
		  show that, by jointly learning mid- and high-level
		  representations, and fostering the sharing of
		  discriminative visual words among target classes, we are
		  able to achieve state-of-the-art recognition performance
		  using far less visual words than previous approaches.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf}
}



@InProceedings{	  macaya2020,
  author	= {Macaya, Agustin and Cadiz, Rodrigo and Cartagena, Manuel
		  and Parra, Denis},
  title		= {Latent Chords: Generative Piano Chord Synthesis with
		  Variational Autoencoders},
  year		= {2020},
  booktitle	= {Proceedings of the HAI-GEN 2020 - IUI 2020 Workshop on
		  Human-AI Co-Creation with Generative Models},
  location	= {Calgary, Italy},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf},
  keywords	= {VAE, variational autoencoder, music, chors, creative AI}
}



@InProceedings{	  maturana:etal:2009,
  author	= {D. Maturana and D. Mery and A. Soto},
  title		= {Face Recognition with Local Binary Patterns, Spatial
		  Pyramid Histograms and Naive Bayes Nearest Neighbor
		  classification},
  booktitle	= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science
		  Society/IEEE CS Press},
  year		= {2009},
  abstract	= {Face recognition algorithms commonly assume that face
		  images are well aligned and have a similar pose – yet in
		  many practical applications it is impossible to meet these
		  conditions. Therefore extending face recognition to un-
		  constrained face images has become an active area of
		  research. To this end, histograms of Local Binary Patterns
		  (LBP) have proven to be highly discriminative descriptors
		  for face recognition. Nonetheless, most LBP-based
		  algorithms use a rigid descriptor matching strategy that is
		  not robust against pose variation and misalignment. We
		  propose two algorithms for face recognition that are de-
		  signed to deal with pose variations and misalignment. We
		  also incorporate an illumination normalization step that
		  increases robustness against lighting variations. The
		  proposed algorithms use descriptors based on histograms of
		  LBP and perform descriptor matching with spatial pyramid
		  matching (SPM) and Naive Bayes Nearest Neighbor (NBNN),
		  respectively. Our con- tribution is the inclusion of
		  flexible spatial matching schemes that use an
		  image-to-class relation to provide an improved robustness
		  with respect to intra-class variations. We compare the
		  accuracy of the proposed algorithms against Ahonen’s
		  original LBP-based face recognition system and two baseline
		  holistic classifiers on four standard datasets. Our results
		  indicate that the algorithm based on NBNN outperforms the
		  other solutions, and does so more markedly in presence of
		  pose variations. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf}
}



@InProceedings{	  maturana:etal:2010,
  author	= {D. Maturana and D. Mery and A. Soto},
  title		= {Face Recognition with Decision Tree-based Local Binary
		  Patterns},
  booktitle	= {Proc. of Asian Conference on Computer Vision (ACCV-2010)},
  year		= {2010},
  abstract	= {Many state-of-the-art face recognition algorithms use
		  image descriptors based on features known as Local Binary
		  Patterns (LBPs). While many variations of LBP exist, so far
		  none of them can automati- cally adapt to the training
		  data. We introduce and analyze a novel gen- eralization of
		  LBP that learns the most discriminative LBP-like features
		  for each facial region in a supervised manner. Since the
		  proposed method is based on Decision Trees, we call it
		  Decision Tree Local Binary Pat- terns or DT-LBPs. Tests on
		  standard face recognition datasets show the superiority of
		  DT-LBP with respect of several state-of-the-art feature
		  descriptors regularly used in face recognition
		  applications. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf}
}



@InProceedings{	  maturana:etal:2011,
  author	= {D. Maturana and D. Mery and A. Soto},
  title		= {Learning Discriminative Local Binary Patterns for Face
		  Recognition},
  booktitle	= {9th IEEE International Conference on Automatic Face and
		  Gesture Recognition (FG)},
  year		= {2011},
  abstract	= {Histograms of Local Binary Patterns (LBPs) and variations
		  thereof are a popular local visual descriptor for face
		  recognition. So far, most variations of LBP are designed by
		  hand or are learned with non-supervised methods. In this
		  work we propose a simple method to learn discriminative
		  LBPs in a supervised manner. The method represents an
		  LBP-like descriptor as a set of pixel comparisons within a
		  neighborhood and heuristically seeks for a set of pixel
		  comparisons so as to maximize a Fisher separability
		  criterion for the resulting his- tograms. Tests on standard
		  face recognition datasets show that this method can create
		  compact yet discriminative descriptors.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf}
}



@Article{	  mendez2019using,
  title		= {Using Twitter to Infer User Satisfaction With Public
		  Transport: The Case of Santiago, Chile},
  author	= {M{\'e}ndez, Jos{\'e} Tom{\'a}s and Lobel, Hans and Parra,
		  Denis and Herrera, Juan Carlos},
  journal	= {IEEE Access},
  volume	= {7},
  pages		= {60255--60263},
  year		= {2019},
  publisher	= {IEEE},
  doi		= {10.1109/ACCESS.2019.2915107}
}



@Article{	  mendoza2020102366,
  title		= {GENE: Graph generation conditioned on named entities for
		  polarity and controversy detection in social media},
  journal	= {Information Processing & Management},
  volume	= {57},
  number	= {6},
  pages		= {102366},
  year		= {2020},
  issn		= {0306-4573},
  doi		= {https://doi.org/10.1016/j.ipm.2020.102366},
  url		= {https://www.sciencedirect.com/science/article/pii/S030645732030861X},
  author	= {Marcelo Mendoza and Denis Parra and Álvaro Soto},
  keywords	= {Graph-based representations, Controversy detection,
		  Polarity dynamics},
  abstract	= {Many of the interactions between users on social networks
		  are controversial, specially in polarized environments. In
		  effect, rather than producing a space for deliberation,
		  these environments foster the emergence of users that
		  disqualify the position of others. On news sites, comments
		  on the news are characterized by such interactions. This is
		  detrimental to the construction of a deliberative and
		  democratic climate, stressing the need for automatic tools
		  that can provide an early detection of polarization and
		  controversy. We introduce GENE (graph generation
		  conditioned on named entities), a representation of user
		  networks conditioned on the named entities (personalities,
		  brands, organizations) which users comment upon. GENE
		  models the leaning that each user has concerning entities
		  mentioned in the news. GENE graphs is able to segment the
		  user network according to their polarity. Using the
		  segmented network, we study the performance of two
		  controversy indices, the existing Random Walks Controversy
		  (RWC) and another one we introduce, Relative Closeness
		  Controversy (RCC). These indices measure the interaction
		  between the network’s poles providing a metric to
		  quantify the emergence of controversy. To evaluate the
		  performance of GENE, we model the network of users of a
		  popular news site in Chile, collecting data in an
		  observation window of more than three years. A large-scale
		  evaluation using GENE, on thousands of news, allows us to
		  conclude that over 60% of user comments have a predictable
		  polarity. This predictability of the user interaction
		  scenario allows both controversy indices to detect a
		  controversy successfully. In particular, our introduced RCC
		  index shows satisfactory performance in the early detection
		  of controversies using partial information collected during
		  the first hours of the news event, with a sensitivity to
		  the target class exceeding 90%.}
}



@InProceedings{	  mery-psivt:etal:2010,
  author	= {D. Mery and I. Lillo and H. Loebel and V. Riffo and A.
		  Soto and A. Cipriano and JM. Aguilera},
  title		= {Automated Detection of Fish Bones in Salmon Fillets using
		  X-ray Testing},
  booktitle	= {Proc. of 4th Pacific-Rim Symposium on Image and Video
		  Technology (PSIVT-2010)},
  year		= {2010},
  abstract	= {X-ray testing is playing an increasingly important role in
		  food quality assurance. In the production of fish fillets,
		  however, fish bone detection is performed by human
		  operators using their sense of touch and vision which can
		  lead to misclassification. In countries where fish is often
		  consumed, fish bones are some of the most frequently
		  ingested foreign bodies encountered in foods. Effective
		  detection of fish bones in the quality control process
		  would help avoid this problem. For this reason, we
		  developed an X-ray machine vision approach to au-
		  tomatically detect fish bones in fish fillets. This paper
		  describes our approach and the corresponding validation
		  experiments with salmon fillets. The approach consists of
		  six steps: 1) A digital X-ray image is taken of the fish
		  fillet being tested. 2) The X-ray image is filtered and
		  enhanced to facilitate the detection of fish bones. 3)
		  Potential fish bones in the image are segmented using band
		  pass filtering, thresholding and morphological techniques.
		  4) Intensity features of the enhanced X-ray image are
		  extracted from small detection windows that are defined in
		  those regions where potential fish bones were segmented. 5)
		  A classifier is used to discriminate between ‘bones’
		  and ‘no-bones’ classes in the detection windows. 6)
		  Finally, fish bones in the X-ray image are isolated using
		  morphological operations applied on the corresponding
		  segments classified as ‘bones’. In the experiments we
		  used a high resolution flat panel detector with the
		  capacity to capture up to a 6 million pixel digital X-ray
		  image. In the training phase, we analyzed 20 representative
		  salmon fillets, 7700 detection windows (10×10 pixels) and
		  279 intensity features. Cross validation yielded a
		  detection performance of 95% using a support vector machine
		  classifier with only 24 selected features. We believe that
		  the proposed approach opens new possibilities in the field
		  of automated visual inspection of salmon and other similar
		  fish. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf}
}



@Article{	  mery2015,
  doi		= {10.1007/s10921-015-0315-7},
  url		= {https://doi.org/10.1007/s10921-015-0315-7},
  year		= {2015},
  month		= nov,
  publisher	= {Springer Science and Business Media {LLC}},
  volume	= {34},
  number	= {4},
  author	= {Domingo Mery and Vladimir Riffo and Uwe Zscherpel and
		  German Mondrag{\'{o}}n and Iv{\'{a}}n Lillo and Irene
		  Zuccar and Hans Lobel and Miguel Carrasco},
  title		= {{GDXray}: The Database of X-ray Images for Nondestructive
		  Testing},
  journal	= {Journal of Nondestructive Evaluation}
}



@Article{	  mery:etal:2010,
  author	= {D. Mery and J. Chanona-Perez and A. Soto and JM. Aguilera
		  and A. Cipriano and N. Velez-Riverab and I. Arzate-Vazquez
		  and G. Gutierrez-Lopez},
  title		= {Quality Classification of Corn Tortillas using Computer
		  Vision},
  journal	= {Journal of Food Engineering},
  volume	= {101},
  number	= {4},
  pages		= {357-364},
  year		= {2010},
  abstract	= {Computer vision is playing an increasingly important role
		  in automated visual food inspection. However quality
		  control in tortilla production is still performed by human
		  operators which may lead to misclassification due to their
		  subjectivity and fatigue. In order to reduce the need for
		  human operators and therefore misclassification, we
		  developed a computer vision framework to automatically
		  classify the quality of corn tortillas according to five
		  hedonic sub-classes given by a sensorial panel. The
		  proposed framework analyzed 750 corn tortillas obtained
		  from 15 different Mexican commercial stores which were
		  either small, medium or large in size. More than 2300
		  geometric and color features were extracted from 1500
		  images capturing both sides of the 750 tortillas. After
		  implementing a feature selection algorithm, in which the
		  most relevant features were selected for the classification
		  of the five sub-classes, only 64 features were required to
		  design a classifier based on support vector machines. Cross
		  validation yielded a performance of 95% in the
		  classification of the five hedonic sub-classes.
		  Additionally, using only 10 of the selected features and a
		  simple statistical classifier, it was possible to determine
		  the origin of the tortillas with a performance of 96%. We
		  believe that the proposed framework opens up new
		  possibilities in the field of automated visual inspection
		  of tortillas. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf}
}



@Article{	  mery:etal:2011,
  author	= {D. Mery and I. Lillo and H. Loebel and V. Riffo, A. Soto
		  and A. Cipriano and JM. Aguilera},
  title		= {Automated Fish Bone Detection using X-ray Testing},
  journal	= {Journal of Food Engineering},
  volume	= {105},
  number	= {3},
  pages		= {485-492},
  year		= {2011},
  abstract	= {In countries where fish is often consumed, fish bones are
		  some of the most frequently ingested foreign bodies
		  encountered in foods. In the production of fish fillets,
		  fish bone detection is performed by human inspection using
		  their sense of touch and vision which can lead to
		  misclassification. Effective detection of fish bones in the
		  quality control process would help avoid this problem. For
		  this reason, an X-ray machine vision approach to
		  automatically detect fish bones in fish fillets was
		  developed. This paper describes our approach and the
		  corresponding experiments with salmon and trout fillets. In
		  the experiments, salmon X-ray images using 10×10 pixels
		  detection windows and 24 intensity features (selected from
		  279 features) were analyzed. The methodology was validated
		  using representative fish bones and trouts provided by a
		  salmon industry and yielded a detection performance of 99%.
		  We believe that the proposed approach opens new
		  possibilities in the field of automated visual inspection
		  of salmon, trout and other similar fish. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf}
}



@Article{	  mery:etal:2013,
  author	= {D. Mery and F. Pedreschi and A. Soto},
  title		= {Automated Design of a Computer Vision System for Food
		  Quality Evaluation},
  journal	= {Food and Bioprocess Technology},
  volume	= {6},
  number	= {8},
  pages		= {2093-2108},
  year		= {2013},
  abstract	= {Considerable research efforts in computer classifiers for
		  a given application avoiding the classical vision applied
		  to food quality evaluation have been trial and error
		  framework commonly used by human developed in the last
		  years; however, they have been designers. The key idea of
		  the proposed framework concentrated on using or developing
		  tailored methods is to select—automatically—from a
		  large set of fea- based on visual features that are able to
		  solve a specific tures and a bank of classifiers those
		  features and clas- task. Nevertheless, today’s computer
		  capabilities are sifiers that achieve the highest
		  performance. We tested giving us new ways to solve complex
		  computer vision our framework on eight different food
		  quality evalua- problems. In particular, a new paradigm on
		  machine tion problems yielding a classification performance
		  of learning techniques has emerged posing the task of 95 %
		  or more in every case. The proposed framework recognizing
		  visual patterns as a search problem based was implemented
		  as a Matlab Toolbox available for on training data and a
		  hypothesis space composed by noncommercial purposes. visual
		  features and suitable classifiers. Furthermore, now we are
		  able to extract, process, and test in the same time more
		  image features and classifiers than before. Thus, we
		  propose a general framework that designs a computer vision
		  system automatically, i.e., it finds— without human
		  interaction—the features and the classifiers for a given
		  application avoiding the classical trial and error
		  framework commonly used by human designers. The key idea of
		  the proposed framework is to select—automatically—from
		  a large set of fea- tures and a bank of classifiers those
		  features and clas- sifiers that achieve the highest
		  performance. We tested our framework on eight different
		  food quality evalua- tion problems yielding a
		  classification performance of 95% or more in every case.
		  The proposed framework was implemented as a Matlab Toolbox
		  available for noncommercial purposes.
		  
		  },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf}
}



@Article{	  messina2018,
  author	= "Messina, Pablo and Dominguez, Vicente and Parra, Denis and
		  Trattner, Christoph and Soto, Alvaro",
  title		= "Content-based Artwork Recommendation: Integrating Painting
		  Metadata with Neural and Manually-Engineered Visual
		  Features",
  journal	= "User Modeling and User-Adapted Interaction",
  year		= "2018",
  issn		= "1573-1391",
  doi		= "10.1007/s11257-018-9206-9",
  url		= "http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf"
}



@Article{	  messina2020survey,
  title		= {A Survey on Deep Learning and Explainability for Automatic
		  Image-based Medical Report Generation},
  author	= {Messina, Pablo and Pino, Pablo and Parra, Denis and Soto,
		  Alvaro and Besa, Cecilia and Uribe, Sergio and Tejos,
		  Cristian and Prieto, Claudia and Capurro, Daniel and
		  others},
  journal	= {arXiv preprint arXiv:2010.10563},
  year		= {2020}
}



@Article{	  messina:etal:2019,
  author	= {Pablo Messina and Vicente Dominguez and Denis Parra and
		  Christoph Trattner and Alvaro Soto},
  title		= {Content-based artwork recommendation: integrating painting
		  metadata with neural and manually-engineered visual
		  features},
  journal	= {User Modeling and User-Adapted Interaction},
  volume	= {29},
  number	= {2},
  year		= {2019},
  abstract	= {Recommender Systems help us deal with information overload
		  by suggesting relevant items based on our personal
		  preferences. Although there is a large body of research in
		  areas such as movies or music, artwork recommendation has
		  received comparatively little attention, despite the
		  continuous growth of the artwork market. Most previous
		  research has relied on ratings and metadata, and a few
		  recent works have exploited visual features extracted with
		  deep neural networks (DNN) to recommend digital art. In
		  this work, we contribute to the area of content-based
		  artwork recommendation of physical paintings by studying
		  the impact of the aforementioned features (artwork
		  metadata, neural visual features), as well as
		  manually-engineered visual features, such as naturalness,
		  brightness and contrast. We implement and evaluate our
		  method using transactional data from UGallery.com, an
		  online artwork store. Our results show that artwork
		  recommendations based on a hybrid combination of artist
		  preference, curated attributes, deep neural visual features
		  and manually-engineered visual features produce the best
		  performance. Moreover, we discuss the trade-off between
		  automatically obtained DNN features and manually-engineered
		  visual features for the purpose of explainability, as well
		  as the impact of user profile size on predictions. Our
		  research informs the development of next-generation
		  content-based artwork recommenders which rely on different
		  types of data, from text to multimedia.},
  url		= {https://link.springer.com/article/10.1007/s11257-018-9206-9}
}



@InProceedings{	  miranda2012hybrid,
  author	= {Miranda, Cristian and Guerra, Julio and Parra, Denis and
		  Scheihing, Eliana},
  booktitle	= {UMAP Workshops},
  title		= {A hybrid peer recommender system for an online community
		  of teachers.},
  year		= {2012}
}



@Article{	  mitnik:etal:2008,
  author	= {R. Mitnik and M. Nussbaum and A. Soto},
  title		= {An autonomous educational mobile robot mediator},
  journal	= {Autonomous Robots},
  volume	= {25},
  number	= {4},
  pages		= {367-382},
  year		= {2008},
  abstract	= {So far, most of the applications of robotic technology to
		  education have mainly focused on sup- porting the teaching
		  of subjects that are closely related to the Robotics field,
		  such as robot programming, robot construction, or
		  mechatronics. Moreover, most of the applications have used
		  the robot as an end or a passive tool of the learning
		  activity, where the robot has been constructed or
		  programmed. In this paper, we present a novel application
		  of robotic technologies to education, where we use the real
		  world situatedness of a robot to teach non-robotic related
		  subjects, such as math and physics. Furthermore, we also
		  provide the robot with a suitable degree of autonomy to
		  actively guide and mediate in the development of the
		  educational activ- ity. We present our approach as an
		  educational frame- work based on a collaborative and
		  constructivist learn- ing environment, where the robot is
		  able to act as an interaction mediator capable of managing
		  the interac- tions occurring among the working students. We
		  illus- trate the use of this framework by a 4-step
		  methodology that is used to implement two educational
		  activities. These activities were tested at local schools
		  with en- couraging results. Accordingly, the main
		  contributions of this work are: i) A novel use of a mobile
		  robot to illustrate and teach relevant concepts and
		  properties of the real world; ii) A novel use of robots as
		  mediators that autonomously guide an educational activity
		  using a collaborative and constructivist learning approach;
		  iii) The implementation and testing of these ideas in a
		  real scenario, working with students at local schools. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf}
}



@Article{	  mitnik:etal:2009,
  author	= {R. Mitnik and M. Recabarren and M. Nussbaum and A. Soto},
  title		= {Collaborative Robotic Instruction: A Graph Teaching
		  Experience},
  journal	= {Computers and Education},
  volume	= {53},
  number	= {2},
  pages		= {330-342},
  year		= {2009},
  abstract	= {Graphing is a key skill in the study of Physics. Drawing
		  and interpreting graphs play a key role in the
		  understanding of science, while the lack of these has
		  proved to be a handicap and a limiting factor in the
		  learning of scientific concepts. It has been observed that
		  despite the amount of previous graph-work- ing experience,
		  students of all ages experience a series of difficulties
		  when trying to comprehend graphs or when trying to relate
		  them with physical concepts such as position, velocity and
		  acceleration. Several computational tools have risen to
		  improve the students’ understanding of kinematical
		  graphs; however, these approaches fail to develop graph
		  construction skills. On the other hand, Robots have opened
		  new opportunities in learning. Nevertheless, most of their
		  educational applications focus on Robotics related
		  subjects, such as robot programming, robot construction,
		  and artificial intelligence. This paper describes a robotic
		  activity based on face-to-face computer supported
		  collaborative learning. By means of a set of handhelds and
		  a robot wirelessly interconnected, the aim of the activity
		  is to develop graph construction and graph interpretation
		  skills while also reinforcing kinematics concepts. Results
		  show that students using the robotic activity achieve a
		  significant increase in their graph interpreting skills.
		  Moreover, when compared with a similar computer-simulated
		  activity, it proved to be almost twice as effective.
		  Finally, the robotic application proved to be a highly
		  motivating activity for the students, fostering
		  collaboration among them.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;-Education.pdf}
}



@InProceedings{	  mitnik:nussbaum:soto:2004,
  author	= {R. Mitnik and M. Nussbaum and A. Soto},
  title		= {Mobile Robotic Supported Collaborative Learning (MRSCL)},
  booktitle	= {Advances in Artificial Intelligence, Iberamia-04, LNAI
		  3315},
  pages		= {912-921},
  year		= {2004},
  abstract	= {},
  url		= {}
}



@Article{	  montabone:etal:2010,
  author	= {S. Montabone and A. Soto},
  title		= {Human Detection Using a Mobile Platform and Novel Features
		  Derived From a Visual Saliency Mechanism},
  journal	= {Image and Vision Computing},
  volume	= {28},
  number	= {3},
  pages		= {391-402},
  year		= {2010},
  abstract	= {Human detection is a key ability to an increasing number
		  of applications that operates in human inhab- ited
		  environments or needs to interact with a human user.
		  Currently, most successful approaches to human detection
		  are based on background substraction techniques that apply
		  only to the case of static cameras or cameras with highly
		  constrained motions. Furthermore, many applications rely on
		  features derived from specific human poses, such as systems
		  based on features derived from the human face which is only
		  visible when a person is facing the detecting camera. In
		  this work, we present a new com- puter vision algorithm
		  designed to operate with moving cameras and to detect
		  humans in different poses under partial or complete view of
		  the human body. We follow a standard pattern recognition
		  approach based on four main steps: (i) preprocessing to
		  achieve color constancy and stereo pair calibration, (ii)
		  seg- mentation using depth continuity information, (iii)
		  feature extraction based on visual saliency, and (iv)
		  classification using a neural network. The main novelty of
		  our approach lies in the feature extraction step, where we
		  propose novel features derived from a visual saliency
		  mechanism. In contrast to previous works, we do not use a
		  pyramidal decomposition to run the saliency algorithm, but
		  we implement this at the original image resolution using
		  the so-called integral image. Our results indicate that our
		  method: (i) outperforms state-of-the-art techniques for
		  human detection based on face detectors, (ii) outperforms
		  state-of-the-art techniques for complete human body
		  detection based on different set of visual features, and
		  (iii) operates in real time onboard a mobile platform, such
		  as a mobile robot (15 fps). },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf}
}



@InProceedings{	  moodplay2016,
  author	= {Andjelkovic, Ivana and Parra, Denis and O'Donovan, John},
  booktitle	= {Proceedings of the UMAP Conference},
  keywords	= {recommender systems, emotion, music recommendation},
  location	= {Halifax, Canada},
  publisher	= {ACM},
  title		= {Moodplay: Interactive Mood-based Music Discovery
		  andRecommendation},
  year		= {2016},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf}
}



@Article{	  nourbakhsh:etal:1999,
  author	= {I. Nourbakhsh and J. Bobenage and S. Grange and R. Lutz
		  and R. Meyer and A. Soto},
  title		= {An Effective Mobile Robot Educator with a Full-Time Job},
  journal	= {Artificial Intelligence},
  volume	= {114},
  number	= {1-2},
  pages		= {95-124},
  year		= {1999},
  abstract	= {},
  url		= {}
}



@Article{	  oh2016nrhh,
  title		= {Linking information and people in a social system for
		  academic conferences},
  author	= {Brusilovsky, Peter and Oh, Jung Sun and Lopez, Claudia and
		  Parra, Denis and Jeng, Wei},
  journal	= {New Review of Hypertext and Hypermedia (in press)},
  year		= {2016},
  publisher	= {Taylor and Francis}
}



@InProceedings{	  parra2009collaborative,
  author	= {Parra, Denis and Brusilovsky, Peter},
  booktitle	= {Proceedings of the third ACM conference on Recommender
		  systems},
  organization	= {ACM},
  pages		= {237--240},
  title		= {Collaborative filtering for social tagging systems: an
		  experiment with CiteULike},
  year		= {2009}
}



@InProceedings{	  parra2009evaluation,
  author	= {Parra, Denis and Brusilovsky, Peter},
  journal	= {Workshop: Web 3.0 Merging Semantic Web and Social Web at
		  HyperText'09, 3-6},
  title		= {Evaluation of Collaborative Filtering Algorithms for
		  Recommending Articles on CiteULike},
  volume	= {3},
  year		= {2009}
}



@InProceedings{	  parra2010improving,
  author	= {Parra-Santander, Denis and Brusilovsky, Peter},
  booktitle	= {Web Intelligence and Intelligent Agent Technology
		  (WI-IAT), 2010 IEEE/WIC/ACM International Conference on},
  organization	= {IEEE},
  pages		= {136--142},
  title		= {Improving Collaborative Filtering in Social Tagging
		  Systems for the Recommendation of Scientific Articles},
  volume	= {1},
  year		= {2010}
}



@InProceedings{	  parra2011implicit,
  author	= {Parra, Denis and Karatzoglou, Alexandros and Amatriain,
		  Xavier and Yavuz, Idil},
  title		= {Implicit Feedback Recommendation via Implicit-to-Explicit
		  Ordinal Logistic Regression Mapping},
  year		= {2011}
}



@InProceedings{	  parra2011walk,
  author	= {Parra, Denis and Amatriain, Xavier},
  journal	= {User Modeling, Adaption and Personalization},
  pages		= {255--268},
  publisher	= {Springer Berlin/Heidelberg},
  title		= {Walk the Talk: analyzing the relation between implicit and
		  explicit feedback for preference elicitation},
  year		= {2011}
}



@InProceedings{	  parra2012beyond,
  author	= {Parra, Denis},
  booktitle	= {Sixth ACM conference on Recommender systems (RecSys '12)},
  title		= {Beyond Lists: Studying the Effect of Different
		  Recommendation Visualizations},
  year		= {2012}
}



@InProceedings{	  parra2012conference,
  author	= {Parra, Denis and Jeng, Wei and Brusilovsky, Peter and
		  L{\'o}pez, Claudia and Sahebi, Shaghayegh},
  title		= {Conference Navigator 3: An Online Social Conference
		  Support System},
  year		= {2012}
}



@InCollection{	  parra2012recommender,
  author	= {Parra, Denis and Sahebi, Shaghayegh},
  booktitle	= {Advanced Techniques in Web Intelligence-2},
  pages		= {149--175},
  publisher	= {Springer Berlin/Heidelberg},
  title		= {Recommender Systems: Sources of Knowledge and Evaluation
		  Metrics},
  year		= {2012}
}



@InProceedings{	  parra2013field,
  author	= {Parra, Denis and Brusilovsky, Peter},
  booktitle	= {Proceedings of the 2013 Chilean Conference on
		  Human-Computer Interaction},
  organization	= {ACM},
  pages		= {56--59},
  title		= {A field study of a visual controllable talk recommender},
  year		= {2013}
}



@PhDThesis{	  parra2013user,
  author	= {Parra, Denis},
  school	= {University of Pittsburgh},
  title		= {USER CONTROLLABILITY IN A HYBRID RECOMMENDER SYSTEM},
  year		= {2013}
}



@InProceedings{	  parra2014see,
  author	= {Parra, Denis and Brusilovsky, Peter and Trattner,
		  Christoph},
  booktitle	= {Proceedings of the 19th international conference on
		  Intelligent User Interfaces},
  organization	= {ACM},
  pages		= {235--240},
  title		= {See What You Want to See: Visual User-Driven Approach for
		  Hybrid Recommendation},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf},
  year		= {2014},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf}
}



@Article{	  pena-araya2017,
  author	= {Pena-Araya, Vanessa and Quezada, Mauricio and Poblete,
		  Barbara and Parra, Denis},
  title		= {Gaining historical and international relations insights
		  from social media: spatio-temporal real-world news analysis
		  using Twitter},
  journal	= {EPJ Data Science},
  year		= {2017},
  issn		= {2193-1127},
  doi		= {10.1140/epjds/s13688-017-0122-8},
  url		= {https://doi.org/10.1140/epjds/s13688-017-0122-8}
}



@InProceedings{	  peralta:etal:2011,
  author	= {B. Peralta and A. Soto},
  title		= {Mixing Hierarchical Contexts for Object Recognition},
  booktitle	= {{CIARP}},
  year		= {2011},
  abstract	= {Robust category-level object recognition is currently a
		  major goal for the Computer Vision community. Intra-class
		  and pose variations, as well as, background clutter and
		  partial occlusions are some of the main difficulties to
		  achieve this goal. Contextual information in the form of
		  ob- ject co-ocurrences and spatial contraints has been
		  successfully applied to reduce the inherent uncertainty of
		  the visual world. Recently, Choi et al. [5] propose the use
		  of a tree-structured graphical model to capture contextual
		  relations among objects. Under this model there is only one
		  possible fixed contextual relation among subsets of
		  objects. In this work we extent Choi et al. approach by
		  using a mixture model to consider the case that contextual
		  relations among objects depend on scene type. Our
		  experiments highlight the advantages of our proposal,
		  showing that the adaptive specialization of contextual
		  relations improves object recogni- tion and object
		  detection performances. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf}
}



@InProceedings{	  peralta:etal:2012,
  author	= {B. Peralta and P. Espinace and A. Soto},
  title		= {Adaptive hierarchical contexts for object recognition with
		  conditional mixture of trees},
  booktitle	= {{BMVC}},
  year		= {2012},
  abstract	= {Robust category-level object recognition is currently a
		  major goal for the computer vision community. Intra-class
		  and pose variations, as well as, background clutter and
		  partial occlusions are some of the main difficulties to
		  achieve this goal. Contextual in- formation, in the form of
		  object co-occurrences and spatial constraints, has been
		  suc- cessfully applied to improve object recognition
		  performance, however, previous work considers only fixed
		  contextual relations that do not depend of the type of
		  scene under inspection. In this work, we present a method
		  that learns adaptive conditional relation- ships that
		  depend on the type of scene being analyzed. In particular,
		  we propose a model based on a conditional mixture of trees
		  that is able to capture contextual relationships among
		  objects using global information about a scene. Our
		  experiments show that the adaptive specialization of
		  contextual relationships improves object recognition
		  accuracy outperforming previous state-of-the-art
		  approaches. },
  url		= {FinalBMVC-12.pdf}
}



@Article{	  peralta:etal:2013,
  author	= {B. Peralta and P. Espinace and A. Soto},
  title		= {Enhancing K-Means Using Class Labels},
  journal	= {Intelligent Data Analysis (IDA)},
  volume	= {17},
  number	= {6},
  pages		= {1023-1039},
  year		= {2013},
  abstract	= {Clustering is a relevant problem in machine learning where
		  the main goal is to locate meaningful partitions of
		  unlabeled data. In the case of labeled data, a related
		  problem is supervised clustering, where the objective is to
		  locate class- uniform clusters. Most current approaches to
		  supervised clustering optimize a score related to cluster
		  purity with respect to class labels. In particular, we
		  present Labeled K-Means (LK-Means), an algorithm for
		  supervised clustering based on a variant of K-Means that
		  incorporates information about class labels. LK-Means
		  replaces the classical cost function of K-Means by a convex
		  combination of the joint cost associated to: (i) A
		  discriminative score based on class labels, and (ii) A
		  generative score based on a traditional metric for
		  unsupervised clustering. We test the performance of
		  LK-Means using standard real datasets and an application
		  for object recognition. Moreover, we also compare its
		  performance against classical K-Means and a popular
		  K-Medoids-based supervised clustering method. Our
		  experiments show that, in most cases, LK-Means outperforms
		  the alternative techniques by a considerable margin.
		  Furthermore, LK-Means presents execution times considerably
		  lower than the alternative supervised clustering method
		  under evaluation. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf}
}



@Article{	  peralta:etal:2016,
  author	= {B. Peralta and A. Caro and A. Soto},
  title		= {A Proposal for Supervised Clustering with Dirichlet
		  Process Using Labels},
  journal	= {Pattern Recognition Letters},
  volume	= {80},
  pages		= {52-57},
  year		= {2016},
  abstract	= {Supervised clustering is an emerging area of machine
		  learning, where the goal is to find class-uniform clusters.
		  However, typical state-of-the-art algorithms use a fixed
		  number of clusters. In this work, we propose a variation of
		  a non-parametric Bayesian modeling for supervised
		  clustering. Our approach consists of modeling the clusters
		  as a mixture of Gaussians with the constraint of
		  encouraging clusters of points with the same label. In
		  order to estimate the number of clusters, we assume
		  a-priori a countably infinite number of clusters using a
		  variation of Dirichlet Process model over the prior
		  distribution. In our experiments, we show that our
		  technique typically outperforms the results of other
		  clustering techniques.},
  url		= {http://www.sciencedirect.com/science/article/pii/S0167865516300976}
}



@InProceedings{	  peralta:etal:2017,
  author	= {B. Peralta and L. Caro and A. Soto},
  title		= {Unsupervised Local Regressive Attributes for Pedestrian
		  Re-Identification},
  booktitle	= {{CIARP}},
  year		= {2017},
  abstract	= {.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/}
}



@Article{	  peralta:etal:2019,
  author	= {B. Peralta, A. Saavedra, L. Caro, A. Soto},
  title		= {Mixture of Experts with Entropic Regularization for Data
		  Classification},
  journal	= {Entropy},
  volume	= {21},
  number	= {2},
  year		= {2019},
  abstract	= {Today, there is growing interest in the automatic
		  classification of a variety of tasks, such as weather
		  forecasting, product recommendations, intrusion detection,
		  and people recognition.“Mixture-of-experts” is a
		  well-known classification technique; it is a probabilistic
		  model consisting of local expert classifiers weighted by a
		  gate network that is typically based on softmax functions,
		  combined with learnable complex patterns in data. In this
		  scheme, one data point is influenced by only one expert; as
		  a result, the training process can be misguided in real
		  datasets for which complex data need to be explained by
		  multiple experts. In this work, we propose a variant of the
		  regular mixture-of-experts model. In the proposed model,
		  the cost classification is penalized by the Shannon entropy
		  of the gating network in order to avoid a
		  “winner-takes-all” output for the gating network.
		  Experiments show the advantage of our approach using
		  several real datasets, with improvements in mean accuracy
		  of 3–6\% in some datasets. In future work, we plan to
		  embed feature selection into this model.},
  url		= {https://www.mdpi.com/1099-4300/21/2/190}
}



@Article{	  peralta:soto:2014,
  author	= {B. Peralta and A. Soto},
  title		= {Embedded local feature selection within mixture of
		  experts},
  journal	= {Information Sciences},
  volume	= {269},
  pages		= {176-187},
  year		= {2014},
  abstract	= {A useful strategy to deal with complex classification
		  scenarios is the divide and conquer approach. The mixture
		  of experts (MoE) technique makes use of this strategy by
		  jointly training a set of classifiers, or experts, that are
		  specialized in different regions of the input space. A
		  global model, or gate function, complements the experts by
		  learning a function that weighs their relevance in
		  different parts of the input space. Local feature selection
		  appears as an attractive alternative to improve the
		  specialization of experts and gate function, particularly,
		  in the case of high dimensional data. In general, subsets
		  of dimensions, or subspaces, are usually more appropriate
		  to classify instances located in different regions of the
		  input space. Accordingly, this work contributes with a
		  regularized variant of MoE that incorporates an embedded
		  process for local feature selection using
		  L1-regularization. Experiments using artificial and
		  real-world datasets provide evidence that the proposed
		  method improves the classical MoE technique, in terms of
		  accuracy and sparseness of the solution. Furthermore, our
		  results indicate that the advantages of the proposed
		  technique increase with the dimensionality of the data.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf}
}



@InProceedings{	  pichara:etal:2008,
  author	= {K. Pichara and A. Soto and A. Araneda},
  title		= {Detection of Anomalies in Large Datasets Using an Active
		  Learning Scheme Based on Dirichlet Distributions},
  booktitle	= {Advances in Artificial Intelligence, Iberamia-08, LNCS
		  5290},
  pages		= {163-172},
  year		= {2008},
  abstract	= {Today, the detection of anomalous records is a highly
		  valu- able application in the analysis of current huge
		  datasets. In this paper we propose a new algorithm that,
		  with the help of a human expert, effi- ciently explores a
		  dataset with the goal of detecting relevant anomalous
		  records. Under this scheme the computer selectively asks
		  the expert for data labeling, looking for relevant semantic
		  feedback in order to improve its knowledge about what
		  characterizes a relevant anomaly. Our ratio- nale is that
		  while computers can process huge amounts of low level data,
		  an expert has high level semantic knowledge to efficiently
		  lead the search. We build upon our previous work based on
		  Bayesian networks that pro- vides an initial set of
		  potential anomalies. In this paper, we augment this
		  approach with an active learning scheme based on the
		  clustering proper- ties of Dirichlet distributions. We test
		  the performance of our algorithm using synthetic and real
		  datasets. Our results indicate that, under noisy data and
		  anomalies presenting regular patterns, our approach
		  signifi- cantly reduces the rate of false positives, while
		  decreasing the time to reach the relevant anomalies. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf}
}



@Article{	  pichara:etal:2011,
  author	= {K. Pichara and A. Soto},
  title		= {Active Learning and Subspace Clustering for Anomaly
		  Detection},
  journal	= { Intelligent Data Analysis (IDA)},
  volume	= {15},
  number	= {2},
  pages		= {151-171},
  year		= {2011},
  abstract	= {Today, anomaly detection is a highly valuable application
		  in the analysis of current huge datasets. Insurance
		  companies, banks and many manufacturing industries need
		  systems to help humans to detect anomalies in their daily
		  information. In general, anomalies are a very small
		  fraction of the data, therefore their detection is not an
		  easy task. Usually real sources of an anomaly are given by
		  specific values expressed on selective dimensions of
		  datasets, furthermore, many anomalies are not really
		  interesting for humans, due to the fact that
		  interestingness of anomalies is categorized subjectively by
		  the human user. In this paper we propose a new
		  semi-supervised algorithm that actively learns to detect
		  relevant anomalies by interacting with an expert user in
		  order to obtain semantic information about user
		  preferences. Our approach is based on 3 main steps. First,
		  a Bayes network identifies an initial set of candidate
		  anomalies. Afterwards, a subspace clustering technique
		  identifies relevant subsets of dimensions. Finally, a
		  probabilistic active learning scheme, based on properties
		  of Dirichlet distribution, uses the feedback from an expert
		  user to efficiently search for relevant anomalies. Our
		  results, using synthetic and real datasets, indicate that,
		  under noisy data and anomalies presenting regular patterns,
		  our approach correctly identifies relevant anomalies. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf}
}



@Article{	  pichara:etal:2014,
  author	= {K. Pichara and A. Soto},
  title		= {Local Feature Selection Using Gaussian Process
		  Regression},
  journal	= {Intelligent Data Analysis (IDA)},
  volume	= {18},
  number	= {3},
  year		= {2014},
  abstract	= {Most feature selection algorithms determine a global
		  subset of features, where all data instances are projected
		  in order to improve classification accuracy. An attractive
		  alternative solution is to adaptively find a local subset
		  of features for each data instance, such that, the
		  classification of each instance is performed according to
		  its own selective subspace. This paper presents a novel
		  application of Gaussian Processes that improves
		  classification performance by learning discriminative local
		  subsets of features for each instance in a dataset.
		  Gaussian Processes are used to build for each available
		  feature a function that estimates the discriminative power
		  of the feature over all the input space. Using these
		  functions, we are able to determine a discriminative
		  subspace for each possible instance by locally joining the
		  features that present the highest levels of discriminative
		  power. New instances are then classified by using a K-NN
		  classifier that operates in the local subspaces.
		  Experimental results show that by using local
		  discriminative subspaces, we are able to reach higher
		  levels of accuracy than alternative state-of-the-art
		  feature selection approaches. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf}
}



@InProceedings{	  pszczolkowski:soto:2008,
  author	= {S. Pszczolkowski and A. Soto},
  title		= {Human Detection in Indoor Environments Using Multiple
		  Visual Cues and a Mobile Robot},
  booktitle	= {Iberoamerican Congress on Pattern Recognition (CIARP),
		  LNCS 4756},
  pages		= {350-359},
  year		= {2008},
  abstract	= {},
  url		= {}
}



@InProceedings{	  puelma:etal:2009,
  author	= {T. Puelma and A. Soto and R. Gutierrez},
  title		= {An ensemble of Discriminative Local Subspaces in
		  Microarray Data for Gene Ontology Annotation Predictions},
  booktitle	= {Proc. of 1st Chilean Workshop on Pattern Recognition
		  (CWPR)},
  pages		= {52-61},
  year		= {2009},
  abstract	= {Genome sequencing has allowed to know almost every gene of
		  many organisms. However, understanding the functions of
		  most genes is still an open problem. In this paper, we
		  present a novel machine learning method to predict
		  functions of unknown genes in base of gene expression data
		  and Gene Ontology annotations. Most function prediction al-
		  gorithms developed in the past don’t exploit the
		  discriminative power of supervised learning. In contrast,
		  our method uses this to find discriminative local subspaces
		  that are suitable to perform gene functional prediction.
		  Cross-validation test are done in artificial and real data
		  and compared with a state-of- the-art method. Preliminary
		  results shows that in overall, our method outperforms the
		  other approach in terms of precision and recall, giving
		  insights in the importance of a good selection of
		  discriminative experiments.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf}
}



@Article{	  puelma:etal:2012,
  author	= {T. Puelma and R. Gutierrez and A. Soto},
  title		= {Discriminative local subspaces in gene expression data for
		  effective gene function prediction},
  journal	= {Bioinformatics},
  volume	= {28},
  number	= {17},
  pages		= {2256-64},
  year		= {2012},
  abstract	= {Motivation: Massive amounts of genome-wide gene expression
		  data have become available, motivating the development of
		  computatio- nal approaches that leverage this information
		  to predict gene func- tion. Among successful approaches,
		  supervised machine learning methods, such as Support Vector
		  Machines, have shown superior prediction accuracy. However,
		  these methods lack the simple biologi- cal intuition
		  provided by coexpression networks, limiting their practical
		  usefulness. Results: In this work we present Discriminative
		  Local Subspaces (DLS), a novel method that combines
		  supervised machine learning and coexpression techniques
		  with the goal of systematically predict genes involved in
		  specific biological processes of interest. Unlike tra-
		  ditional coexpression networks, DLS uses the knowledge
		  available in Gene Ontology (GO) to generate informative
		  training sets that guide the discovery of expression
		  signatures: expression patterns that are discriminative for
		  genes involved in the biological process of interest. By
		  linking genes coexpressed with these signatures, DLS is
		  able to construct a discriminative coexpression network
		  that links both, known and previously uncharacterized
		  genes, for the selected bio- logical process. This paper
		  focuses on the algorithm behind DLS and shows its
		  predictive power using an Arabidopsis thaliana dataset and
		  a representative set of 101 GO-terms from the Biological
		  Process Ontology. Our results show that DLS has a superior
		  average accuracy than both, Support Vector Machines and
		  Coexpression Networks. Thus, DLS is able to provide the
		  prediction accuracy of supervised learning methods, while
		  maintaining the intuitive understanding of coexpression
		  networks. Availability and Implementation: A MATLAB R
		  implementation of DLS is available at
		  http://virtualplant.bio.puc.cl/ cgi-bin/Lab/tools.cgi. },
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf}
}



@Article{	  puelma:etal:2017,
  author	= {T. Puelma and V. Araus and J. Canales and E. Vidal and J.
		  Cabello and A. Soto and R. Gutierrez},
  title		= {GENIUS: web server to predict local gene networks and key
		  genes for biological functions},
  journal	= {Bioinformatics},
  year		= {2017},
  abstract	= {GENIUS is a user-friendly web server that uses a novel
		  machine learning algorithm to infer functional gene
		  networks focused on specific genes and experimental
		  conditions that are relevant to biological functions of
		  interest. These functions may have different levels of
		  complexity, from specific biological processes to complex
		  traits that involve several interacting processes. GENIUS
		  also enriches the network with new genes related to the
		  biological function of interest, with accuracies comparable
		  to highly discriminative Support Vector Machine methods},
  url		= {https://doi.org/10.1093/bioinformatics/btw702}
}



@Article{	  qr2016,
  author	= {Perez-Sanagustin, Mar and Parra, Denis and Verdugo, Renato
		  and Garcia-Galleguillos, Gonzalo and Nussbaum, Miguel},
  journal	= {Computers in Human Behavior},
  keywords	= {QR codes, museums, user engagement},
  title		= {Using QR codes to increase user engagement in museum-like
		  spaces},
  publisher	= {Elsevier},
  year		= {2016},
  url		= {https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf},
  doi		= {10.1016/j.chb.2016.02.012}
}



@Article{	  ramrez2021,
  doi		= {10.1016/j.landurbplan.2020.104002},
  url		= {https://doi.org/10.1016/j.landurbplan.2020.104002},
  year		= {2021},
  month		= apr,
  publisher	= {Elsevier {BV}},
  volume	= {208},
  pages		= {104002},
  author	= {Tom{\'{a}}s Ram{\'{\i}}rez and Ricardo Hurtubia and Hans
		  Lobel and Tom{\'{a}}s Rossetti},
  title		= {Measuring heterogeneous perception of urban space with
		  massive data and machine learning: An application to
		  safety},
  journal	= {Landscape and Urban Planning}
}



@Article{	  riquelme2020103968,
  title		= {Explaining VQA predictions using visual grounding and a
		  knowledge base},
  journal	= {Image and Vision Computing},
  volume	= {101},
  pages		= {103968},
  year		= {2020},
  issn		= {0262-8856},
  doi		= {https://doi.org/10.1016/j.imavis.2020.103968},
  url		= {https://www.sciencedirect.com/science/article/pii/S0262885620301001},
  author	= {Felipe Riquelme and Alfredo {De Goyeneche} and Yundong
		  Zhang and Juan Carlos Niebles and Alvaro Soto},
  keywords	= {Deep Learning, Attention, Supervision, Knowledge Base,
		  Interpretability, Explainability},
  abstract	= {In this work, we focus on the Visual Question Answering
		  (VQA) task, where a model must answer a question based on
		  an image, and the VQA-Explanations task, where an
		  explanation is produced to support the answer. We introduce
		  an interpretable model capable of pointing out and
		  consuming information from a novel Knowledge Base (KB)
		  composed of real-world relationships between objects, along
		  with labels mined from available region descriptions and
		  object annotations. Furthermore, this model provides a
		  visual and textual explanations to complement the KB
		  visualization. The use of a KB brings two important
		  consequences: enhance predictions and improve
		  interpretability. We achieve this by introducing a
		  mechanism that can extract relevant information from this
		  KB, and can point out the relations better suited for
		  predicting the answer. A supervised attention map is
		  generated over the KB to select the relevant relationships
		  from it for each question-image pair. Moreover, we add
		  image attention supervision on the explanations module to
		  generate better visual and textual explanations. We
		  quantitatively show that the predicted answers improve when
		  using the KB; similarly, explanations improve with this and
		  when adding image attention supervision. Also, we
		  qualitatively show that the KB attention helps to improve
		  interpretability and enhance explanations. Overall, the
		  results support the benefits of having multiple tasks to
		  enhance the interpretability and performance of the
		  model.}
}



@Article{	  rossetti2019,
  doi		= {10.1016/j.landurbplan.2018.09.020},
  url		= {https://doi.org/10.1016/j.landurbplan.2018.09.020},
  year		= {2019},
  month		= jan,
  publisher	= {Elsevier {BV}},
  volume	= {181},
  pages		= {169--178},
  author	= {Tom{\'{a}}s Rossetti and Hans Lobel and V{\'{\i}}ctor
		  Rocco and Ricardo Hurtubia},
  title		= {Explaining subjective perceptions of public spaces as a
		  function of the built environment: A massive data
		  approach},
  journal	= {Landscape and Urban Planning}
}



@InProceedings{	  ruz:etal:2015,
  author	= {C. Ruz, C. Pieringer, B. Peralta, I. Lillo, P. Espinace,
		  R. Gonzalez, B. Wendt, D. Mery, A. Soto},
  title		= {Visual Recognition to Access and Analyze People Density
		  and Flow Patterns in Indoor Environments},
  booktitle	= {IEEE Winter Conference on Applications of Computer Vision
		  (WACV)},
  year		= {2015},
  abstract	= {This work describes our experience developing a system to
		  access density and flow of people in large indoor spaces
		  using a network of RGB cameras. The proposed system is
		  based on a set of overlapped and calibrated cameras. This
		  facilitates the use of geometric constraints that help to
		  reduce visual ambiguities. These constraints are combined
		  with classifiers based on visual appearance to produce an
		  efficient and robust method to detect and track humans. In
		  this work, we argue that flow and density of people are low
		  level measurements that need to be complemented with
		  suitable analytic tools to bridge semantic gaps and become
		  useful information for a target application. Consequently,
		  we also propose a set of analytic tools that help a human
		  user to effectively take advantage of the measurements
		  provided by the system. Finally, we report results that
		  demonstrate the relevance of the proposed ideas.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf}
}



@InProceedings{	  saptharishi:etal:2002,
  author	= {M. Saptharishi and K. Bhat and C. Diehl and S. Oliver and
		  M. Savvides and A. Soto and J. Dolan and P. Khosla},
  title		= {Recent Advances in Distributed Tactical Surveillance},
  booktitle	= {SPIE on Unattended Ground Sensor Technologies and
		  Applications, Aerosense},
  pages		= {},
  year		= {2002},
  abstract	= {},
  url		= {}
}



@InProceedings{	  scheihing2005adaptive,
  author	= {Scheihing, Eliana and Carrasco, Jos{\'e} and Guerra, Julio
		  and Parra, Denis},
  booktitle	= {TISE 2005, Nuevas Ideas en Inform{\'a}tica Educativa},
  organization	= {ISBN 956-299-954-8},
  title		= {An Adaptive Web Platform based and on a Multiagent System
		  and Ontologies},
  year		= {2005}
}



@InProceedings{	  sepulveda2017pyreclab,
  title		= {pyRecLab: A Software Library for Quick Prototyping of
		  Recommender Systems},
  author	= {Sepulveda, Gabriel and Parra, Denis},
  journal	= {arXiv preprint arXiv:1706.06291},
  year		= {2017},
  booktitle	= {Proceedings of the Poster Track of the 11th ACM Conference
		  on Recommender Systems (RecSys 2017) },
  url		= {http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf}
}



@InProceedings{	  sepulveda:etal:2018,
  author	= {G. Sepulveda and JC. Niebles and A. Soto},
  title		= {A Deep Learning Based Behavioral Approach to Indoor
		  Autonomous Navigation},
  booktitle	= {{ICRA}},
  year		= {2018},
  abstract	= {We present a semantically rich graph representa- tion for
		  indoor robotic navigation. Our graph representation
		  encodes: semantic locations such as offices or corridors as
		  nodes, and navigational behaviors such as enter office or
		  cross a corridor as edges. In particular, our navigational
		  behaviors operate directly from visual inputs to produce
		  motor controls and are implemented with deep learning
		  architectures. This enables the robot to avoid explicit
		  computation of its precise location or the geometry of the
		  environment, and enables navigation at a higher level of
		  semantic abstraction. We evaluate the effectiveness of our
		  representation by simulating navigation tasks in a large
		  number of virtual environments. Our results show that using
		  a simple sets of perceptual and navigational behaviors, the
		  proposed approach can successfully guide the way of the
		  robot as it completes navigational missions such as going
		  to a specific office. Furthermore, our implementation shows
		  to be effective to control the selection and switching of
		  behaviors. },
  url		= {https://arxiv.org/pdf/1803.04119v1.pdf}
}



@Article{	  setfusion2015,
  author	= {Parra, Denis and Brusilovsky, Peter},
  date-added	= {2015-11-17 04:37:53 +0000},
  date-modified	= {2015-11-17 04:40:23 +0000},
  doi		= {10.1016/j.ijhcs.2015.01.007},
  journal	= {International Journal of Human Computer Studies},
  month		= {June},
  pages		= {43-67},
  title		= {User-controllable personalization: A case study with
		  SetFusion},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf},
  volume	= {78},
  year		= {2015}
}



@TechReport{	  soto:2002,
  author	= {A. Soto},
  title		= {A Probabilistic Approach for the Adaptive Integration of
		  Multiple Visual Cues Using an Agent Framework},
  number	= {PhD. Thesis, Robotics Institute, School of Computer
		  Science, Tech Report CMU-RI-TR-02-30},
  institution	= {Carnegie Mellon University},
  year		= {2002},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:2004,
  author	= {A. Soto},
  title		= {A Method to Adaptively Propagate the Set of Samples Used
		  by Particle Filters},
  booktitle	= {Lectures Notes in Artificial Intelligence, LNAI 3040},
  pages		= {47-56},
  year		= {2004},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:2005,
  author	= {A. Soto},
  title		= {Self Adaptive Particle Filter},
  booktitle	= {Proceedings of International Join Conference on Artificial
		  Intelligence (IJCAI)},
  pages		= {1398-1406},
  year		= {2005},
  abstract	= {The particle filter has emerged as a useful tool for
		  problems requiring dynamic state estimation. The efficiency
		  and accuracy of the filter depend mostly on the number of
		  particles used in the estimation and on the propagation
		  function used to re-allocate these particles at each
		  iteration. Both features are specified beforehand and are
		  kept fixed in the reg- ular implementation of the filter.
		  In practice this may be highly inappropriate since it
		  ignores errors in the models and the varying dynamics of
		  the pro- cesses. This work presents a self adaptive version
		  of the particle filter that uses statistical methods to
		  adapt the number of particles and the propagation function
		  at each iteration. Furthermore, our method presents similar
		  computational load than the stan- dard particle filter. We
		  show the advantages of the self adaptive filter by applying
		  it to a synthetic ex- ample and to the visual tracking of
		  targets in a real video sequence. },
  url		= {Soto-IJCAI-0 5.pdf}
}



@InProceedings{	  soto:cansado:zavala:2008,
  author	= {A. Soto and A.Cansado and F. Zavala},
  title		= {Detection of Rare Objects in Massive Astrophysical Data
		  Sets Using Innovative Knowledge Discovery Technology},
  booktitle	= {Astronomical Data Analysis Software &amp; Systems Conf.
		  Series (ADASS)},
  pages		= {66-72},
  year		= {2004},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:cipriano:1996,
  author	= {A. Soto and A. Cipriano},
  title		= {Image processing applied to real time measurement of
		  traffic flow},
  booktitle	= {In Proc. of 28th Southeastern Symposium on System Theory},
  pages		= {},
  year		= {1996},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:espinace:mitnik:2006,
  author	= {A. Soto and P. Espinace and R. Mitnik},
  title		= {A Mobile Robotics Course for Undergraduate Students in
		  Computer Science},
  booktitle	= {IEEE Latin American Robotics Symposium, LARS},
  pages		= {187-192},
  year		= {2006},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:etal:2002,
  author	= {A. Soto and M. Saptharishi and J. Dolan and A.
		  Trebi-Ollennu and P. Khosla},
  title		= {CyberATVs: Dynamic and Distributed Reconnaissance and
		  Surveillance Using All Terrain UGVs},
  booktitle	= {Proceedings of the International Conference on Field and
		  Service Robotics (FSR)},
  pages		= {},
  year		= {1999},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:illah:1998,
  author	= {A. Soto and I. Nourbakhsh},
  title		= {A Scenario for Planning Visual Navigation of a Mobile
		  Robot},
  booktitle	= {American Association for Artificial Intelligence (AAAI),
		  Fall Symposium Series},
  pages		= {},
  year		= {1998},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:khosla:2003a,
  author	= {A. Soto and P. Khosla},
  title		= {Sequential Monte Carlo Methods for the Creation of
		  Adaptive Software},
  booktitle	= {3th Int. Workshop on Self-adaptive Software},
  pages		= {},
  year		= {2003},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:khosla:2003b,
  author	= {A. Soto and P. Khosla},
  title		= {A Probabilistic Approach for Dynamic State Estimation
		  Using Visual Information},
  booktitle	= {Lectures Notes in Computer Science, LNCS 2821},
  pages		= {421-435},
  year		= {2003},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:khosla:2003c,
  author	= {A. Soto and P. Khosla},
  title		= {Adaptive Agent Based System for State Estimation Using
		  Dynamic Multidimentional Information Sources},
  booktitle	= {Lectures Notes in Computer Science, LNCS 2614},
  pages		= {66-83},
  year		= {2003},
  abstract	= {},
  url		= {}
}



@InProceedings{	  soto:khosla:2003d,
  author	= {A. Soto and P. Khosla},
  title		= {Probabilistic Adaptive Agent Based System for Dynamic
		  State Estimation Using Multiple Visual Cues},
  journal	= {Springer Tracts in Advanced Robotics (STAR)},
  volume	= {6},
  pages		= {559-572},
  year		= {2003},
  abstract	= {},
  url		= {}
}



@Article{	  soto:zavala:araneda:2007,
  author	= {A. Soto and F. Zavala and A. Araneda},
  title		= {An Accelerated Algorithm for Density Estimation in Large
		  Databases, Using Gaussian Mixtures},
  journal	= {Cybernetics and Systems: An International Journal},
  volume	= {38},
  number	= {2},
  pages		= {123-139},
  year		= {2007},
  abstract	= {Today, with the advances of computer storage and
		  technology, there are huge datasets available, offering an
		  opportunity to extract valuable information. Probabilistic
		  approaches are specially suited to learn from data by
		  representing knowledge as density functions. In this paper,
		  we choose Gaussian Mixture Models (GMMs) to represent
		  densities, as they possess great flexibility to adequate to
		  a wide class of problems. The classical estimation approach
		  for GMMs corresponds to the iterative algorithm of
		  Expectation Maximization. This approach, however, does not
		  scale properly to meet the high demanding processing
		  requirements of large databases. In this paper we introduce
		  an EM-based algorithm, that solves the scalability problem.
		  Our approach is based on the concept of data condensation
		  which, in addition to substantially diminishing the
		  computational load, provides sound starting values that
		  allow the algorithm to reach convergence faster. We also
		  focus on the model selection problem. We test our algorithm
		  using synthetic and real databases, and find several
		  advantages, when compared to other standard existing
		  procedures.},
  url		= {http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf}
}



@InProceedings{	  toro:etal:2017,
  author	= {R. Toro, J. Baier, C. Ruz, A. Soto},
  title		= {How a General-Purpose Commonsense Ontology can Improve
		  Performance of Learning-Based Image Retrieval},
  booktitle	= {{IJCAI}},
  year		= {2017},
  abstract	= {The knowledge representation community has built
		  general-purpose ontologies which contain large amounts of
		  commonsense knowledge over relevant aspects of the world,
		  including useful visual information, e.g.: "a ball is used
		  by a football player", "a tennis player is located at a
		  tennis court". Current state-of-the-art approaches for
		  visual recognition do not exploit these rule-based
		  knowledge sources. Instead, they learn recognition models
		  directly from training examples. In this paper, we study
		  how general-purpose ontologies---specifically, MIT's
		  ConceptNet ontology---can improve the performance of
		  state-of-the-art vision systems. As a testbed, we tackle
		  the problem of sentence-based image retrieval. Our
		  retrieval approach incorporates knowledge from ConceptNet
		  on top of a large pool of object detectors derived from a
		  deep learning technique. In our experiments, we show that
		  ConceptNet can improve performance on a common benchmark
		  dataset. Key to our performance is the use of the ESPGAME
		  dataset to select visually relevant relations from
		  ConceptNet. Consequently, a main conclusion of this work is
		  that general-purpose commonsense ontologies improve
		  performance on visual reasoning tasks when properly
		  filtered to select meaningful visual relations. },
  url		= {https://arxiv.org/abs/1705.08844}
}



@InProceedings{	  trattner2012evaluating,
  author	= {Trattner, Christoph and Lin, Yi-ling and Parra, Denis and
		  Yue, Zhen and Real, William and Brusilovsky, Peter},
  booktitle	= {Proceedings of the 23rd ACM conference on Hypertext and
		  social media},
  organization	= {ACM},
  pages		= {113--122},
  title		= {Evaluating tag-based information access in image
		  collections},
  year		= {2012}
}



@InProceedings{	  trattner2014will,
  author	= {Trattner, Christoph and Parra, Denis and Eberhard, Lukas
		  and Wen, Xidao},
  booktitle	= {Proceedings of the 23rd international conference companion
		  on World wide web},
  title		= {Who will Trade with Whom? Predicting Buyer-Seller
		  Interactions in Online Trading Platforms through Social
		  Networks},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf},
  year		= {2014},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf}
}



@Article{	  trattner2017monitoring,
  title		= {Monitoring obesity prevalence in the United States through
		  bookmarking activities in online food portals},
  author	= {Trattner, Christoph and Parra, Denis and Elsweiler,
		  David},
  journal	= {PloS one},
  volume	= {12},
  number	= {6},
  pages		= {e0179144},
  year		= {2017},
  publisher	= {Public Library of Science},
  url		= {https://doi.org/10.1371/journal.pone.0179144}
}



@Article{	  trattner2018,
  author	= "Trattner, Christoph and Oberegger, Alexander and Marinho,
		  Leandro and Parra, Denis",
  title		= "Investigating the utility of the weather context for point
		  of interest recommendations",
  journal	= "Information Technology {\&} Tourism",
  year		= "2018",
  issn		= "1943-4294",
  doi		= "10.1007/s40558-017-0100-9",
  url		= "https://doi.org/10.1007/s40558-017-0100-9"
}



@InProceedings{	  troussov2009spreading,
  author	= {Troussov, Alexander and Parra, Denis and Brusilovsky,
		  Peter},
  journal	= {Recommender Systems \& the Social Web},
  title		= {Spreading Activation Approach to Tag-aware Recommenders:
		  Modeling Similarity on Multidimensional Networks},
  year		= {2009}
}



@Article{	  troussov2011vectorised,
  author	= {Troussov, A and Da{\v{r}}ena, F and {\v{Z}}i{\v{z}}ka, J
		  and Parra, D and Brusilovsky, P},
  journal	= {Acta univ. agric. et silvic. Mendel. Brun.(Brno)},
  title		= {Vectorised Spreading Activation Algorithm for Centrality
		  Measurement},
  year		= {2011}
}



@InProceedings{	  ttir2020,
  author	= {Villa, Andrés and Araujo, Vladimir and Cattan, Francisca
		  and Parra, Denis},
  title		= {Interpretable Contextual Team-aware Item Recommendation:
		  Application in Multiplayer Online Battle Arena Games},
  year		= {2020},
  isbn		= {9781450375832},
  publisher	= {Association for Computing Machinery},
  url		= {http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf},
  doi		= {10.1145/3383313.3412211},
  booktitle	= {Proceedings of the 14th ACM Conference on Recommender
		  Systems},
  keywords	= {item recommendation, deep learning, MOBA games},
  location	= {Virtual Event, Brazil},
  series	= {RecSys '20}
}



@Article{	  urtubia:etal:2008,
  author	= {Urtubia and J. R. Perez-Correa and A. Soto and P.
		  Pszczolkowski},
  title		= {Using Data Mining Techniques to Predict Industrial Wine
		  Problem Fermentations},
  journal	= {Food Control},
  volume	= {18},
  number	= {12},
  pages		= {1512-1517},
  year		= {2007},
  abstract	= {},
  url		= {}
}



@InProceedings{	  verbert2013visualizing,
  author	= {Verbert, Katrien and Parra, Denis and Brusilovsky, Peter
		  and Duval, Erik},
  booktitle	= {Proceedings of the 2013 international conference on
		  Intelligent user interfaces},
  organization	= {ACM},
  pages		= {351--362},
  title		= {Visualizing recommendations to support exploration,
		  transparency and controllability},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf},
  year		= {2013},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf}
}



@Article{	  verbert2016tiis,
  title		= {Agents vs. Users: Visual Recommendation of Research Talks
		  with Multiple Dimension of Relevance},
  author	= {Verbert, Katrien and Parra, Denis and Brusilovsky, Peter},
  journal	= {ACM Transactions on Interactive Intelligent Systems (in
		  press)},
  year		= {2016},
  publisher	= {in press},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf}
}



@InProceedings{	  verbert2017supporting,
  title		= {Supporting Conference Attendees with Visual Decision
		  Making Interfaces},
  author	= {Verbert, Katrien and Brusilovsky, Peter and
		  Wongchokprasitti, Chirayu and Parra, Denis and Cardoso,
		  Bruno},
  booktitle	= {Proceedings of the 22nd International Conference on
		  Intelligent User Interfaces Companion},
  pages		= {161--164},
  year		= {2017},
  organization	= {ACM}
}



@InProceedings{	  wen2014groups,
  author	= {Wen, Xidao and Parra, Denis and Trattner, Christoph},
  booktitle	= {Proceedings of the companion publication of the 17th ACM
		  conference on Computer supported cooperative work \& social
		  computing},
  organization	= {ACM},
  pages		= {253--256},
  title		= {How groups of people interact with each other on Twitter
		  during academic conferences},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf},
  year		= {2014},
  bdsk-url-1	= {http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf}
}



@InProceedings{	  wen:2014:tac:2631775.2631826,
  author	= {Wen, Xidao and Lin, Yu-Ru and Trattner, Christoph and
		  Parra, Denis},
  title		= {Twitter in Academic Conferences: Usage, Networking and
		  Participation over Time},
  booktitle	= {Proceedings of the 25th ACM Conference on Hypertext and
		  Social Media},
  series	= {HT '14},
  year		= {2014},
  isbn		= {978-1-4503-2954-5},
  location	= {Santiago, Chile},
  pages		= {285--290},
  numpages	= {6},
  url		= {http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf},
  doi		= {10.1145/2631775.2631826},
  acmid		= {2631826},
  publisher	= {ACM},
  address	= {New York, NY, USA},
  keywords	= {academic conferences, interactions, retention, twitter,
		  usage}
}



@InProceedings{	  wongchokprasitti2010conference,
  author	= {Wongchokprasitti, Chirayu and Brusilovsky, Peter and
		  Parra-Santander, Denis},
  publisher	= {ACM},
  title		= {Conference Navigator 2.0: Community-Based Recommendation
		  for Academic Conferences},
  year		= {2010}
}



@InProceedings{	  xiaoxue:etal:2018,
  author	= {X. Zang and Ashwini Pokle and Kevin Chen and M. Vazquez
		  and JC. Niebles and A. Soto and S. Savaresse},
  title		= {Translating Navigation Instructions in Natural Language to
		  a High-Level Plan for Behavioral Robot Navigation},
  booktitle	= {EMNLP},
  year		= {2018},
  abstract	= {We propose an end-to-end deep learning model for
		  translating free-form natural language instructions to a
		  high-level plan for behavioral robot navigation. We use
		  attention models to connect information from both the user
		  instructions and a topological representation of the
		  environment. We evaluate our model's performance on a new
		  dataset containing 10,050 pairs of navigation instructions.
		  Our model significantly outperforms baseline approaches.
		  Furthermore, our results suggest that it is possible to
		  leverage the environment map as a relevant knowledge base
		  to facilitate the translation of free-form navigational
		  instruction.},
  url		= {https://arxiv.org/abs/1810.00663}
}



@Article{	  yousefpour2020resilinet,
  title		= {ResiliNet: Failure-Resilient Inference in Distributed
		  Neural Networks},
  author	= {Yousefpour, Ashkan and Nguyen, Brian Q and Devic,
		  Siddartha and Wang, Guanhua and Kreidieh, Aboudy and Lobel,
		  Hans and Bayen, Alexandre M and Jue, Jason P},
  journal	= {arXiv e-prints},
  pages		= {arXiv--2002},
  year		= {2020}
}



@InProceedings{	  zang:etal:2018,
  author	= {X. Zang and M. Vázquez and JC. Niebles and A. Soto and S.
		  Savarese},
  title		= {Behavioral Indoor Navigation With Natural Language
		  Directions},
  booktitle	= {{HRI}},
  year		= {2018},
  abstract	= {We describe a behavioral navigation approach that
		  leverages the rich semantic structure of human environments
		  to enable robots to navigate without an explicit geometric
		  representation of the world. Based on this approach, we
		  then present our efforts to allow robots to follow
		  navigation instructions in natural language. With our
		  proof-of-concept implementation, we were able to translate
		  natural language navigation commands into a sequence of
		  behaviors that could then be executed by a robot to reach a
		  desired goal.},
  url		= {http://www.marynel.net/static/pdfs/zang-HRI18.pdf}
}
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P.; Cipriano, A.; Nuñez, F.; Salas, J. C.;  and Lobel, H.\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Access</i>,1-1.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n  <a href=\"http://doi.org/10.1109/ACCESS.2021.3074780\"\n     onclick=\"log_download('correa-cipriano-nuez-salas-lobel-forecastingcopperelectrorefiningcathoderejectionbymeansofrecurrentneuralnetworkswithattentionmechanism-2021', 'http://doi.org/10.1109/ACCESS.2021.3074780', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/correa-cipriano-nuez-salas-lobel-forecastingcopperelectrorefiningcathoderejectionbymeansofrecurrentneuralnetworkswithattentionmechanism-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('correa-cipriano-nuez-salas-lobel-forecastingcopperelectrorefiningcathoderejectionbymeansofrecurrentneuralnetworkswithattentionmechanism-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  9410222,\n  author\t= {Correa, Pedro Pablo and Cipriano, Aldo and Nuñez, Felipe\n\t\t  and Salas, Juan Carlos and Lobel, Hans},\n  journal\t= {IEEE Access},\n  title\t\t= {Forecasting copper electrorefining cathode rejection by\n\t\t  means of recurrent neural networks with attention\n\t\t  mechanism},\n  year\t\t= {2021},\n  volume\t= {},\n  number\t= {},\n  pages\t\t= {1-1},\n  doi\t\t= {10.1109/ACCESS.2021.3074780}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1145/3448139.3448203\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021', 'https://doi.org/10.1145/3448139.3448203', event);\">\n    Evaluating a Learning Analytics Dashboard to Visualize Student Self-Reports of Time-on-Task: A Case Study in a Latin American University.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hilliger, I.; Miranda, C.; Schuit, G.; Duarte, F.; Anselmo, M.;  and Parra, D.\n</span>\n\n  \n\n</span>\n\n  In <i>LAK21: 11th International Learning Analytics and Knowledge Conference</i>, of <i>LAK21</i>, pages 592–598,  2021. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1145/3448139.3448203\"\n     onclick=\"log_download('hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021', 'https://doi.org/10.1145/3448139.3448203', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Evaluating a Learning Analytics Dashboard to Visualize Student Self-Reports of Time-on-Task: A Case Study in a Latin American University [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3448139.3448203\"\n     onclick=\"log_download('hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021', 'http://doi.org/10.1145/3448139.3448203', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hilliger-miranda-schuit-duarte-anselmo-parra-evaluatingalearninganalyticsdashboardtovisualizestudentselfreportsoftimeontaskacasestudyinalatinamericanuniversity-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  10.1145/3448139.3448203,\n  author\t= {Hilliger, Isabel and Miranda, Constanza and Schuit,\n\t\t  Gregory and Duarte, Fernando and Anselmo, Martin and Parra,\n\t\t  Denis},\n  title\t\t= {Evaluating a Learning Analytics Dashboard to Visualize\n\t\t  Student Self-Reports of Time-on-Task: A Case Study in a\n\t\t  Latin American University},\n  year\t\t= {2021},\n  isbn\t\t= {9781450389358},\n  url\t\t= {https://doi.org/10.1145/3448139.3448203},\n  doi\t\t= {10.1145/3448139.3448203},\n  booktitle\t= {LAK21: 11th International Learning Analytics and Knowledge\n\t\t  Conference},\n  pages\t\t= {592–598},\n  series\t= {LAK21}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"farid-kreidieh-khalighi-lobel-bayen-continuallearningofmicroscopictrafficmodelsusingneuralnetworks-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Continual Learning of Microscopic Traffic Models Using Neural Networks.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Farid, Y. Z.; Kreidieh, A. R.; Khalighi, F.; Lobel, H.;  and Bayen, A. M\n</span>\n\n  \n\n</span>\n\n  Technical Report  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/farid-kreidieh-khalighi-lobel-bayen-continuallearningofmicroscopictrafficmodelsusingneuralnetworks-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('farid-kreidieh-khalighi-lobel-bayen-continuallearningofmicroscopictrafficmodelsusingneuralnetworks-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@TechReport{\t  farid2021continual,\n  title\t\t= {Continual Learning of Microscopic Traffic Models Using\n\t\t  Neural Networks},\n  author\t= {Farid, Yashar Zeinali and Kreidieh, Abdul Rahman and\n\t\t  Khalighi, Farnoush and Lobel, Hans and Bayen, Alexandre M},\n  year\t\t= {2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1016/j.landurbplan.2020.104002\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021', 'https://doi.org/10.1016/j.landurbplan.2020.104002', event);\">\n    Measuring heterogeneous perception of urban space with massive data and machine learning: An application to safety.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ramírez, T.; Hurtubia, R.; Lobel, H.;  and Rossetti, T.\n</span>\n\n  \n\n</span>\n\n  <i>Landscape and Urban Planning</i>, 208: 104002. April 2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1016/j.landurbplan.2020.104002\"\n     onclick=\"log_download('ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021', 'https://doi.org/10.1016/j.landurbplan.2020.104002', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Measuring heterogeneous perception of urban space with massive data and machine learning: An application to safety [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.landurbplan.2020.104002\"\n     onclick=\"log_download('ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021', 'http://doi.org/10.1016/j.landurbplan.2020.104002', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ramrez-hurtubia-lobel-rossetti-measuringheterogeneousperceptionofurbanspacewithmassivedataandmachinelearninganapplicationtosafety-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  ramrez2021,\n  doi\t\t= {10.1016/j.landurbplan.2020.104002},\n  url\t\t= {https://doi.org/10.1016/j.landurbplan.2020.104002},\n  year\t\t= {2021},\n  month\t\t= apr,\n  publisher\t= {Elsevier {BV}},\n  volume\t= {208},\n  pages\t\t= {104002},\n  author\t= {Tom{\\&#x27;{a}}s Ram{\\&#x27;{\\i}}rez and Ricardo Hurtubia and Hans\n\t\t  Lobel and Tom{\\&#x27;{a}}s Rossetti},\n  title\t\t= {Measuring heterogeneous perception of urban space with\n\t\t  massive data and machine learning: An application to\n\t\t  safety},\n  journal\t= {Landscape and Urban Planning}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2020\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2020')\"\n      onkeypress=\"toggleGroup('group_2020')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2020</span>\n      <span class=\"bibbase_group_count\">\n        \n        (15)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf', event);\">\n    Automatic document screening of medical literature using word and text embeddings in an active learning setting.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Carvallo, A.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Lobel, H.;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  <i>Scientometrics</i>.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf\"\n     onclick=\"log_download('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Automatic document screening of medical literature using word and text embeddings in an active learning setting [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s11192-020-03648-6\"\n     onclick=\"log_download('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'http://doi.org/10.1007/s11192-020-03648-6', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>17 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  activecarvallo2020,\n  title\t\t= &quot;Automatic document screening of medical literature using\n\t\t  word and text embeddings in an active learning setting&quot;,\n  journal\t= &quot;Scientometrics&quot;,\n  year\t\t= &quot;2020&quot;,\n  doi\t\t= &quot;10.1007/s11192-020-03648-6&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Carvallo_Document_Screening_Active_Learning.pdf&quot;,\n  author\t= &quot;Andres Carvallo and Denis Parra and Hans Lobel and Alvaro\n\t\t  Soto&quot;,\n  keywords\t= &quot;Active learning, Document screening, Natural language\n\t\t  processing&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/s11192-020-03648-6\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'https://doi.org/10.1007/s11192-020-03648-6', event);\">\n    Automatic document screening of medical literature using word and text embeddings in an active learning setting.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Carvallo, A.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Lobel, H.;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  <i>Scientometrics</i>, 125(3): 3047–3084. September 2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/s11192-020-03648-6\"\n     onclick=\"log_download('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'https://doi.org/10.1007/s11192-020-03648-6', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Automatic document screening of medical literature using word and text embeddings in an active learning setting [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s11192-020-03648-6\"\n     onclick=\"log_download('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020', 'http://doi.org/10.1007/s11192-020-03648-6', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>17 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('carvallo-parra-lobel-soto-automaticdocumentscreeningofmedicalliteratureusingwordandtextembeddingsinanactivelearningsetting-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  carvallo2020,\n  doi\t\t= {10.1007/s11192-020-03648-6},\n  url\t\t= {https://doi.org/10.1007/s11192-020-03648-6},\n  year\t\t= {2020},\n  month\t\t= sep,\n  publisher\t= {Springer Science and Business Media {LLC}},\n  volume\t= {125},\n  number\t= {3},\n  pages\t\t= {3047--3084},\n  author\t= {Andres Carvallo and Denis Parra and Hans Lobel and Alvaro\n\t\t  Soto},\n  title\t\t= {Automatic document screening of medical literature using\n\t\t  word and text embeddings in an active learning setting},\n  journal\t= {Scientometrics}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cerdamardini-araujo-soto-translatingnaturallanguageinstructionsforbehavioralrobotnavigationwithamultiheadattentionmechanism-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Translating Natural Language Instructions for Behavioral Robot Navigation with a Multi-Head Attention Mechanism.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cerda-Mardini, P.; Araujo, V.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:2006.00697</i>.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cerdamardini-araujo-soto-translatingnaturallanguageinstructionsforbehavioralrobotnavigationwithamultiheadattentionmechanism-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cerdamardini-araujo-soto-translatingnaturallanguageinstructionsforbehavioralrobotnavigationwithamultiheadattentionmechanism-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  cerda2020translating,\n  title\t\t= {Translating Natural Language Instructions for Behavioral\n\t\t  Robot Navigation with a Multi-Head Attention Mechanism},\n  author\t= {Cerda-Mardini, Patricio and Araujo, Vladimir and Soto,\n\t\t  Alvaro},\n  journal\t= {arXiv preprint arXiv:2006.00697},\n  year\t\t= {2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf', event);\">\n    Algorithmic and HCI aspects for explaining recommendations of artistic images.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dominguez, V.; Donoso-Guzmán, I. N.; Messina, P.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  <i>ACM Transactions on Interactive Intelligent Systems (TiiS)</i>.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf\"\n     onclick=\"log_download('dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Algorithmic and HCI aspects for explaining recommendations of artistic images [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3369396\"\n     onclick=\"log_download('dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020', 'http://doi.org/10.1145/3369396', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>17 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dominguez-donosoguzmn-messina-parra-algorithmicandhciaspectsforexplainingrecommendationsofartisticimages-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dominguez2020algorithmic,\n  title\t\t= {Algorithmic and HCI aspects for explaining recommendations\n\t\t  of artistic images},\n  author\t= {Dominguez, Vicente and Donoso-Guzm{\\&#x27;a}n, Ivania Nadine\n\t\t  and Messina, Pablo and Parra, Denis},\n  journal\t= {ACM Transactions on Interactive Intelligent Systems\n\t\t  (TiiS)},\n  year\t\t= {2020},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/pre-print-alg_hci_explainable_recsys_ACMT-TiiS-2020.pdf},\n  doi\t\t= &quot;10.1145/3369396&quot;,\n  publisher\t= {ACM New York, NY, USA}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"eyzaguirre-soto-differentiableadaptivecomputationtimeforvisualreasoning-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Differentiable Adaptive Computation Time for Visual Reasoning.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Eyzaguirre, C.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)</i>, June 2020. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/eyzaguirre-soto-differentiableadaptivecomputationtimeforvisualreasoning-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('eyzaguirre-soto-differentiableadaptivecomputationtimeforvisualreasoning-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  eyzaguirre_2020_cvpr,\n  author\t= {Eyzaguirre, Cristobal and Soto, Alvaro},\n  title\t\t= {Differentiable Adaptive Computation Time for Visual\n\t\t  Reasoning},\n  booktitle\t= {Proceedings of the IEEE/CVF Conference on Computer Vision\n\t\t  and Pattern Recognition (CVPR)},\n  month\t\t= {June},\n  year\t\t= {2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf', event);\">\n    GENE: Graph generation conditioned on named entities for polarity and controversy detection in social media.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mendoza, M.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Soto, Á.\n</span>\n\n  \n\n</span>\n\n  <i>Information Processing & Management</i>,102366.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf\"\n     onclick=\"log_download('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"GENE: Graph generation conditioned on named entities for polarity and controversy detection in social media [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.ipm.2020.102366\"\n     onclick=\"log_download('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'http://doi.org/10.1016/j.ipm.2020.102366', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>9 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  genemendoza2020,\n  title\t\t= &quot;GENE: Graph generation conditioned on named entities for\n\t\t  polarity and controversy detection in social media&quot;,\n  journal\t= &quot;Information Processing &amp; Management&quot;,\n  pages\t\t= &quot;102366&quot;,\n  year\t\t= &quot;2020&quot;,\n  issn\t\t= &quot;0306-4573&quot;,\n  doi\t\t= &quot;10.1016/j.ipm.2020.102366&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/PRE_PRINT_GENE_Graph_generation.pdf&quot;,\n  author\t= &quot;Marcelo Mendoza and Denis Parra and Álvaro Soto&quot;,\n  keywords\t= &quot;Graph-based representations, Controversy detection,\n\t\t  Polarity dynamics&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"herrera-parra-poblete-socialqainnoncqaplatforms-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'herrera-parra-poblete-socialqainnoncqaplatforms-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf', event);\">\n    Social QA in non-CQA platforms.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Herrera, J.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Poblete, B.\n</span>\n\n  \n\n</span>\n\n  <i>Future Generation Computer Systems</i>, 105: 631–649.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf\"\n     onclick=\"log_download('herrera-parra-poblete-socialqainnoncqaplatforms-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Social QA in non-CQA platforms [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/https://doi.org/10.1016/j.future.2019.12.023\"\n     onclick=\"log_download('herrera-parra-poblete-socialqainnoncqaplatforms-2020', 'http://doi.org/https://doi.org/10.1016/j.future.2019.12.023', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/herrera-parra-poblete-socialqainnoncqaplatforms-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('herrera-parra-poblete-socialqainnoncqaplatforms-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  herrera2019social,\n  title\t\t= {Social QA in non-CQA platforms},\n  author\t= {Herrera, Jos{\\&#x27;e} and Parra, Denis and Poblete, Barbara},\n  journal\t= {Future Generation Computer Systems},\n  year\t\t= {2020},\n  volume\t= {105},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/Pre_print_Journal__Social_QA_in_non_CQA_platforms_.pdf},\n  doi\t\t= {https://doi.org/10.1016/j.future.2019.12.023},\n  pages\t\t= {631--649},\n  publisher\t= {Elsevier}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1016/j.cviu.2019.102841\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'https://doi.org/10.1016/j.cviu.2019.102841', event);\">\n    CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Computer Vision and Image Understanding</i>, 191: 102841. February 2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1016/j.cviu.2019.102841\"\n     onclick=\"log_download('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'https://doi.org/10.1016/j.cviu.2019.102841', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.cviu.2019.102841\"\n     onclick=\"log_download('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'http://doi.org/10.1016/j.cviu.2019.102841', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lobel2020,\n  doi\t\t= {10.1016/j.cviu.2019.102841},\n  url\t\t= {https://doi.org/10.1016/j.cviu.2019.102841},\n  year\t\t= {2020},\n  month\t\t= feb,\n  publisher\t= {Elsevier {BV}},\n  volume\t= {191},\n  pages\t\t= {102841},\n  author\t= {Hans Lobel and Ren{\\&#x27;{e}} Vidal and Alvaro Soto},\n  title\t\t= {{CompactNets}: Compact Hierarchical Compositional Networks\n\t\t  for Visual Recognition},\n  journal\t= {Computer Vision and Image Understanding}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S1077314218301905\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'https://www.sciencedirect.com/science/article/pii/S1077314218301905', event);\">\n    CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Computer Vision and Image Understanding</i>, 191: 102841.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S1077314218301905\"\n     onclick=\"log_download('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'https://www.sciencedirect.com/science/article/pii/S1077314218301905', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"CompactNets: Compact Hierarchical Compositional Networks for Visual Recognition [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/https://doi.org/10.1016/j.cviu.2019.102841\"\n     onclick=\"log_download('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020', 'http://doi.org/https://doi.org/10.1016/j.cviu.2019.102841', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-compactnetscompacthierarchicalcompositionalnetworksforvisualrecognition-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lobel2020102841,\n  title\t\t= {CompactNets: Compact Hierarchical Compositional Networks\n\t\t  for Visual Recognition},\n  journal\t= {Computer Vision and Image Understanding},\n  volume\t= {191},\n  pages\t\t= {102841},\n  year\t\t= {2020},\n  issn\t\t= {1077-3142},\n  doi\t\t= {https://doi.org/10.1016/j.cviu.2019.102841},\n  url\t\t= {https://www.sciencedirect.com/science/article/pii/S1077314218301905},\n  author\t= {Hans Lobel and René Vidal and Alvaro Soto},\n  keywords\t= {Deep learning, Regularization, Group sparsity, Image\n\t\t  categorization},\n  abstract\t= {CNN-based models currently provide state-of-the-art\n\t\t  performance in image categorization tasks. While these\n\t\t  methods are powerful in terms of representational capacity,\n\t\t  they are generally not conceived with explicit means to\n\t\t  control complexity. This might lead to scenarios where\n\t\t  resources are used in a non-optimal manner, increasing the\n\t\t  number of unspecialized or repeated neurons, and\n\t\t  overfitting to data. In this work we propose CompactNets, a\n\t\t  new approach to visual recognition that learns a hierarchy\n\t\t  of shared, discriminative, specialized, and compact\n\t\t  representations. CompactNets naturally capture the notion\n\t\t  of compositional compactness, a characterization of\n\t\t  complexity in compositional models, consisting on using the\n\t\t  smallest number of patterns to build a suitable visual\n\t\t  representation. We employ a structural regularizer with\n\t\t  group-sparse terms in the objective function, that induces\n\t\t  on each layer, an efficient and effective use of elements\n\t\t  from the layer below. In particular, this allows groups of\n\t\t  top-level features to be specialized based on category\n\t\t  information. We evaluate CompactNets on the ILSVRC12\n\t\t  dataset, obtaining compact representations and competitive\n\t\t  performance, using an order of magnitude less parameters\n\t\t  than common CNN-based approaches. We show that CompactNets\n\t\t  are able to outperform other group-sparse-based approaches,\n\t\t  in terms of performance and compactness. Finally,\n\t\t  transfer-learning experiments on small-scale datasets\n\t\t  demonstrate high generalization power, providing remarkable\n\t\t  categorization performance with respect to alternative\n\t\t  approaches.}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  CNN-based models currently provide state-of-the-art performance in image categorization tasks. While these methods are powerful in terms of representational capacity, they are generally not conceived with explicit means to control complexity. This might lead to scenarios where resources are used in a non-optimal manner, increasing the number of unspecialized or repeated neurons, and overfitting to data. In this work we propose CompactNets, a new approach to visual recognition that learns a hierarchy of shared, discriminative, specialized, and compact representations. CompactNets naturally capture the notion of compositional compactness, a characterization of complexity in compositional models, consisting on using the smallest number of patterns to build a suitable visual representation. We employ a structural regularizer with group-sparse terms in the objective function, that induces on each layer, an efficient and effective use of elements from the layer below. In particular, this allows groups of top-level features to be specialized based on category information. We evaluate CompactNets on the ILSVRC12 dataset, obtaining compact representations and competitive performance, using an order of magnitude less parameters than common CNN-based approaches. We show that CompactNets are able to outperform other group-sparse-based approaches, in terms of performance and compactness. Finally, transfer-learning experiments on small-scale datasets demonstrate high generalization power, providing remarkable categorization performance with respect to alternative approaches.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf', event);\">\n    Latent Chords: Generative Piano Chord Synthesis with Variational Autoencoders.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Macaya, A.; Cadiz, R.; Cartagena, M.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the HAI-GEN 2020 - IUI 2020 Workshop on Human-AI Co-Creation with Generative Models</i>,  2020. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf\"\n     onclick=\"log_download('macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Latent Chords: Generative Piano Chord Synthesis with Variational Autoencoders [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('macaya-cadiz-cartagena-parra-latentchordsgenerativepianochordsynthesiswithvariationalautoencoders-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  macaya2020,\n  author\t= {Macaya, Agustin and Cadiz, Rodrigo and Cartagena, Manuel\n\t\t  and Parra, Denis},\n  title\t\t= {Latent Chords: Generative Piano Chord Synthesis with\n\t\t  Variational Autoencoders},\n  year\t\t= {2020},\n  booktitle\t= {Proceedings of the HAI-GEN 2020 - IUI 2020 Workshop on\n\t\t  Human-AI Co-Creation with Generative Models},\n  location\t= {Calgary, Italy},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/latentchords2020-preprint.pdf},\n  keywords\t= {VAE, variational autoencoder, music, chors, creative AI}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S030645732030861X\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'https://www.sciencedirect.com/science/article/pii/S030645732030861X', event);\">\n    GENE: Graph generation conditioned on named entities for polarity and controversy detection in social media.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mendoza, M.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Soto, Á.\n</span>\n\n  \n\n</span>\n\n  <i>Information Processing & Management</i>, 57(6): 102366.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S030645732030861X\"\n     onclick=\"log_download('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'https://www.sciencedirect.com/science/article/pii/S030645732030861X', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"GENE: Graph generation conditioned on named entities for polarity and controversy detection in social media [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/https://doi.org/10.1016/j.ipm.2020.102366\"\n     onclick=\"log_download('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020', 'http://doi.org/https://doi.org/10.1016/j.ipm.2020.102366', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>9 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mendoza-parra-soto-genegraphgenerationconditionedonnamedentitiesforpolarityandcontroversydetectioninsocialmedia-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mendoza2020102366,\n  title\t\t= {GENE: Graph generation conditioned on named entities for\n\t\t  polarity and controversy detection in social media},\n  journal\t= {Information Processing &amp; Management},\n  volume\t= {57},\n  number\t= {6},\n  pages\t\t= {102366},\n  year\t\t= {2020},\n  issn\t\t= {0306-4573},\n  doi\t\t= {https://doi.org/10.1016/j.ipm.2020.102366},\n  url\t\t= {https://www.sciencedirect.com/science/article/pii/S030645732030861X},\n  author\t= {Marcelo Mendoza and Denis Parra and Álvaro Soto},\n  keywords\t= {Graph-based representations, Controversy detection,\n\t\t  Polarity dynamics},\n  abstract\t= {Many of the interactions between users on social networks\n\t\t  are controversial, specially in polarized environments. In\n\t\t  effect, rather than producing a space for deliberation,\n\t\t  these environments foster the emergence of users that\n\t\t  disqualify the position of others. On news sites, comments\n\t\t  on the news are characterized by such interactions. This is\n\t\t  detrimental to the construction of a deliberative and\n\t\t  democratic climate, stressing the need for automatic tools\n\t\t  that can provide an early detection of polarization and\n\t\t  controversy. We introduce GENE (graph generation\n\t\t  conditioned on named entities), a representation of user\n\t\t  networks conditioned on the named entities (personalities,\n\t\t  brands, organizations) which users comment upon. GENE\n\t\t  models the leaning that each user has concerning entities\n\t\t  mentioned in the news. GENE graphs is able to segment the\n\t\t  user network according to their polarity. Using the\n\t\t  segmented network, we study the performance of two\n\t\t  controversy indices, the existing Random Walks Controversy\n\t\t  (RWC) and another one we introduce, Relative Closeness\n\t\t  Controversy (RCC). These indices measure the interaction\n\t\t  between the network’s poles providing a metric to\n\t\t  quantify the emergence of controversy. To evaluate the\n\t\t  performance of GENE, we model the network of users of a\n\t\t  popular news site in Chile, collecting data in an\n\t\t  observation window of more than three years. A large-scale\n\t\t  evaluation using GENE, on thousands of news, allows us to\n\t\t  conclude that over 60% of user comments have a predictable\n\t\t  polarity. This predictability of the user interaction\n\t\t  scenario allows both controversy indices to detect a\n\t\t  controversy successfully. In particular, our introduced RCC\n\t\t  index shows satisfactory performance in the early detection\n\t\t  of controversies using partial information collected during\n\t\t  the first hours of the news event, with a sensitivity to\n\t\t  the target class exceeding 90%.}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Many of the interactions between users on social networks are controversial, specially in polarized environments. In effect, rather than producing a space for deliberation, these environments foster the emergence of users that disqualify the position of others. On news sites, comments on the news are characterized by such interactions. This is detrimental to the construction of a deliberative and democratic climate, stressing the need for automatic tools that can provide an early detection of polarization and controversy. We introduce GENE (graph generation conditioned on named entities), a representation of user networks conditioned on the named entities (personalities, brands, organizations) which users comment upon. GENE models the leaning that each user has concerning entities mentioned in the news. GENE graphs is able to segment the user network according to their polarity. Using the segmented network, we study the performance of two controversy indices, the existing Random Walks Controversy (RWC) and another one we introduce, Relative Closeness Controversy (RCC). These indices measure the interaction between the network’s poles providing a metric to quantify the emergence of controversy. To evaluate the performance of GENE, we model the network of users of a popular news site in Chile, collecting data in an observation window of more than three years. A large-scale evaluation using GENE, on thousands of news, allows us to conclude that over 60% of user comments have a predictable polarity. This predictability of the user interaction scenario allows both controversy indices to detect a controversy successfully. In particular, our introduced RCC index shows satisfactory performance in the early detection of controversies using partial information collected during the first hours of the news event, with a sensitivity to the target class exceeding 90%.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"messina-pino-parra-soto-besa-uribe-tejos-prieto-etal-asurveyondeeplearningandexplainabilityforautomaticimagebasedmedicalreportgeneration-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Survey on Deep Learning and Explainability for Automatic Image-based Medical Report Generation.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Messina, P.; Pino, P.; Parra, D.; Soto, A.; Besa, C.; Uribe, S.; Tejos, C.; Prieto, C.; Capurro, D.;  and others\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:2010.10563</i>.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/messina-pino-parra-soto-besa-uribe-tejos-prieto-etal-asurveyondeeplearningandexplainabilityforautomaticimagebasedmedicalreportgeneration-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('messina-pino-parra-soto-besa-uribe-tejos-prieto-etal-asurveyondeeplearningandexplainabilityforautomaticimagebasedmedicalreportgeneration-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  messina2020survey,\n  title\t\t= {A Survey on Deep Learning and Explainability for Automatic\n\t\t  Image-based Medical Report Generation},\n  author\t= {Messina, Pablo and Pino, Pablo and Parra, Denis and Soto,\n\t\t  Alvaro and Besa, Cecilia and Uribe, Sergio and Tejos,\n\t\t  Cristian and Prieto, Claudia and Capurro, Daniel and\n\t\t  others},\n  journal\t= {arXiv preprint arXiv:2010.10563},\n  year\t\t= {2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S0262885620301001\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020', 'https://www.sciencedirect.com/science/article/pii/S0262885620301001', event);\">\n    Explaining VQA predictions using visual grounding and a knowledge base.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Riquelme, F.; De Goyeneche, A.; Zhang, Y.; Niebles, J. C.;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  <i>Image and Vision Computing</i>, 101: 103968.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://www.sciencedirect.com/science/article/pii/S0262885620301001\"\n     onclick=\"log_download('riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020', 'https://www.sciencedirect.com/science/article/pii/S0262885620301001', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Explaining VQA predictions using visual grounding and a knowledge base [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/https://doi.org/10.1016/j.imavis.2020.103968\"\n     onclick=\"log_download('riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020', 'http://doi.org/https://doi.org/10.1016/j.imavis.2020.103968', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('riquelme-degoyeneche-zhang-niebles-soto-explainingvqapredictionsusingvisualgroundingandaknowledgebase-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  riquelme2020103968,\n  title\t\t= {Explaining VQA predictions using visual grounding and a\n\t\t  knowledge base},\n  journal\t= {Image and Vision Computing},\n  volume\t= {101},\n  pages\t\t= {103968},\n  year\t\t= {2020},\n  issn\t\t= {0262-8856},\n  doi\t\t= {https://doi.org/10.1016/j.imavis.2020.103968},\n  url\t\t= {https://www.sciencedirect.com/science/article/pii/S0262885620301001},\n  author\t= {Felipe Riquelme and Alfredo {De Goyeneche} and Yundong\n\t\t  Zhang and Juan Carlos Niebles and Alvaro Soto},\n  keywords\t= {Deep Learning, Attention, Supervision, Knowledge Base,\n\t\t  Interpretability, Explainability},\n  abstract\t= {In this work, we focus on the Visual Question Answering\n\t\t  (VQA) task, where a model must answer a question based on\n\t\t  an image, and the VQA-Explanations task, where an\n\t\t  explanation is produced to support the answer. We introduce\n\t\t  an interpretable model capable of pointing out and\n\t\t  consuming information from a novel Knowledge Base (KB)\n\t\t  composed of real-world relationships between objects, along\n\t\t  with labels mined from available region descriptions and\n\t\t  object annotations. Furthermore, this model provides a\n\t\t  visual and textual explanations to complement the KB\n\t\t  visualization. The use of a KB brings two important\n\t\t  consequences: enhance predictions and improve\n\t\t  interpretability. We achieve this by introducing a\n\t\t  mechanism that can extract relevant information from this\n\t\t  KB, and can point out the relations better suited for\n\t\t  predicting the answer. A supervised attention map is\n\t\t  generated over the KB to select the relevant relationships\n\t\t  from it for each question-image pair. Moreover, we add\n\t\t  image attention supervision on the explanations module to\n\t\t  generate better visual and textual explanations. We\n\t\t  quantitatively show that the predicted answers improve when\n\t\t  using the KB; similarly, explanations improve with this and\n\t\t  when adding image attention supervision. Also, we\n\t\t  qualitatively show that the KB attention helps to improve\n\t\t  interpretability and enhance explanations. Overall, the\n\t\t  results support the benefits of having multiple tasks to\n\t\t  enhance the interpretability and performance of the\n\t\t  model.}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  In this work, we focus on the Visual Question Answering (VQA) task, where a model must answer a question based on an image, and the VQA-Explanations task, where an explanation is produced to support the answer. We introduce an interpretable model capable of pointing out and consuming information from a novel Knowledge Base (KB) composed of real-world relationships between objects, along with labels mined from available region descriptions and object annotations. Furthermore, this model provides a visual and textual explanations to complement the KB visualization. The use of a KB brings two important consequences: enhance predictions and improve interpretability. We achieve this by introducing a mechanism that can extract relevant information from this KB, and can point out the relations better suited for predicting the answer. A supervised attention map is generated over the KB to select the relevant relationships from it for each question-image pair. Moreover, we add image attention supervision on the explanations module to generate better visual and textual explanations. We quantitatively show that the predicted answers improve when using the KB; similarly, explanations improve with this and when adding image attention supervision. Also, we qualitatively show that the KB attention helps to improve interpretability and enhance explanations. Overall, the results support the benefits of having multiple tasks to enhance the interpretability and performance of the model.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf', event);\">\n    Interpretable Contextual Team-aware Item Recommendation: Application in Multiplayer Online Battle Arena Games.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Villa, A.; Araujo, V.; Cattan, F.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 14th ACM Conference on Recommender Systems</i>, of <i>RecSys '20</i>,  2020. Association for Computing Machinery\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf\"\n     onclick=\"log_download('villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020', 'http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Interpretable Contextual Team-aware Item Recommendation: Application in Multiplayer Online Battle Arena Games [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3383313.3412211\"\n     onclick=\"log_download('villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020', 'http://doi.org/10.1145/3383313.3412211', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('villa-araujo-cattan-parra-interpretablecontextualteamawareitemrecommendationapplicationinmultiplayeronlinebattlearenagames-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  ttir2020,\n  author\t= {Villa, Andrés and Araujo, Vladimir and Cattan, Francisca\n\t\t  and Parra, Denis},\n  title\t\t= {Interpretable Contextual Team-aware Item Recommendation:\n\t\t  Application in Multiplayer Online Battle Arena Games},\n  year\t\t= {2020},\n  isbn\t\t= {9781450375832},\n  publisher\t= {Association for Computing Machinery},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/TTIR-2020.pdf},\n  doi\t\t= {10.1145/3383313.3412211},\n  booktitle\t= {Proceedings of the 14th ACM Conference on Recommender\n\t\t  Systems},\n  keywords\t= {item recommendation, deep learning, MOBA games},\n  location\t= {Virtual Event, Brazil},\n  series\t= {RecSys &#x27;20}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"yousefpour-nguyen-devic-wang-kreidieh-lobel-bayen-jue-resilinetfailureresilientinferenceindistributedneuralnetworks-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  ResiliNet: Failure-Resilient Inference in Distributed Neural Networks.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Yousefpour, A.; Nguyen, B. Q; Devic, S.; Wang, G.; Kreidieh, A.; Lobel, H.; Bayen, A. M;  and Jue, J. P\n</span>\n\n  \n\n</span>\n\n  <i>arXiv e-prints</i>,arXiv–2002.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/yousefpour-nguyen-devic-wang-kreidieh-lobel-bayen-jue-resilinetfailureresilientinferenceindistributedneuralnetworks-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('yousefpour-nguyen-devic-wang-kreidieh-lobel-bayen-jue-resilinetfailureresilientinferenceindistributedneuralnetworks-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  yousefpour2020resilinet,\n  title\t\t= {ResiliNet: Failure-Resilient Inference in Distributed\n\t\t  Neural Networks},\n  author\t= {Yousefpour, Ashkan and Nguyen, Brian Q and Devic,\n\t\t  Siddartha and Wang, Guanhua and Kreidieh, Aboudy and Lobel,\n\t\t  Hans and Bayen, Alexandre M and Jue, Jason P},\n  journal\t= {arXiv e-prints},\n  pages\t\t= {arXiv--2002},\n  year\t\t= {2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2019\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2019')\"\n      onkeypress=\"toggleGroup('group_2019')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2019</span>\n      <span class=\"bibbase_group_count\">\n        \n        (13)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Using Twitter to Infer User Satisfaction With Public Transport: The Case of Santiago, Chile.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Méndez, J. T.; Lobel, H.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Herrera, J. C.\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Access</i>, 7: 60255-60263.  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n  <a href=\"http://doi.org/10.1109/ACCESS.2019.2915107\"\n     onclick=\"log_download('mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019', 'http://doi.org/10.1109/ACCESS.2019.2915107', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  8708245,\n  author\t= {Méndez, José Tomás and Lobel, Hans and Parra, Denis and\n\t\t  Herrera, Juan Carlos},\n  journal\t= {IEEE Access},\n  title\t\t= {Using Twitter to Infer User Satisfaction With Public\n\t\t  Transport: The Case of Santiago, Chile},\n  year\t\t= {2019},\n  volume\t= {7},\n  number\t= {},\n  pages\t\t= {60255-60263},\n  doi\t\t= {10.1109/ACCESS.2019.2915107}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019', 'http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf', event);\">\n    Data Mining for Item Recommendation in MOBA Games.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Araujo, V.; Rios, F.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 13th ACM Conference on Recommender Systems</i>, of <i>RecSys '19</i>, pages 393–397,  2019. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf\"\n     onclick=\"log_download('araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019', 'http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Data Mining for Item Recommendation in MOBA Games [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3298689.3346986\"\n     onclick=\"log_download('araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019', 'http://doi.org/10.1145/3298689.3346986', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('araujo-rios-parra-dataminingforitemrecommendationinmobagames-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  araujo2019,\n  author\t= {Araujo, Vladimir and Rios, Felipe and Parra, Denis},\n  title\t\t= {Data Mining for Item Recommendation in MOBA Games},\n  booktitle\t= {Proceedings of the 13th ACM Conference on Recommender\n\t\t  Systems},\n  series\t= {RecSys &#x27;19},\n  year\t\t= {2019},\n  location\t= {Copenhagen, Denmark},\n  pages\t\t= {393--397},\n  numpages\t= {5},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/MOBArecsys2019-preprint.pdf},\n  doi\t\t= {10.1145/3298689.3346986},\n  publisher\t= {ACM},\n  keywords\t= {MOBA games, data mining, item recommendation}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/abs/1808.00265\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019', 'https://arxiv.org/abs/1808.00265', event);\">\n    Interpretable Visual Question Answering by Visual Grounding from Automatic Attention Annotations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Zhang, B.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>WACV</i>,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/abs/1808.00265\"\n     onclick=\"log_download('zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019', 'https://arxiv.org/abs/1808.00265', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Interpretable Visual Question Answering by Visual Grounding from Automatic Attention Annotations [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('zhang-niebles-soto-interpretablevisualquestionansweringbyvisualgroundingfromautomaticattentionannotations-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  ben:etal:2018,\n  author\t= {B. Zhang and JC. Niebles and A. Soto},\n  title\t\t= {Interpretable Visual Question Answering by Visual\n\t\t  Grounding from Automatic Attention Annotations},\n  booktitle\t= {WACV},\n  year\t\t= {2019},\n  abstract\t= {A key aspect of VQA models that are interpretable is their\n\t\t  ability to ground their answers to relevant regions in the\n\t\t  image. Current approaches with this capability rely on\n\t\t  supervised learning and human annotated groundings to train\n\t\t  attention mechanisms inside the VQA architecture.\n\t\t  Unfortunately, obtaining human annotations specific for\n\t\t  visual grounding is difficult and expensive. In this work,\n\t\t  we demonstrate that we can effectively train a VQA\n\t\t  architecture with grounding supervision that can be\n\t\t  automatically obtained from available region descriptions\n\t\t  and object annotations. We also show that our model trained\n\t\t  with this mined supervision generates visual groundings\n\t\t  that achieve higher correlation to manually-annotated\n\t\t  groundings than alternative approaches, even in the case of\n\t\t  state-of-the-art algorithms that are directly trained with\n\t\t  human grounding annotations.},\n  url\t\t= {https://arxiv.org/abs/1808.00265}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  A key aspect of VQA models that are interpretable is their ability to ground their answers to relevant regions in the image. Current approaches with this capability rely on supervised learning and human annotated groundings to train attention mechanisms inside the VQA architecture. Unfortunately, obtaining human annotations specific for visual grounding is difficult and expensive. In this work, we demonstrate that we can effectively train a VQA architecture with grounding supervision that can be automatically obtained from available region descriptions and object annotations. We also show that our model trained with this mined supervision generates visual groundings that achieve higher correlation to manually-annotated groundings than alternative approaches, even in the case of state-of-the-art algorithms that are directly trained with human grounding annotations.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"carvallo-parra-comparingwordembeddingsfordocumentscreeningbasedonactivelearning-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-2414/paper10.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'carvallo-parra-comparingwordembeddingsfordocumentscreeningbasedonactivelearning-2019', 'http://ceur-ws.org/Vol-2414/paper10.pdf', event);\">\n    Comparing Word Embeddings for Document Screening based on Active Learning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Carvallo, A.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 4th Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019)</i>,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-2414/paper10.pdf\"\n     onclick=\"log_download('carvallo-parra-comparingwordembeddingsfordocumentscreeningbasedonactivelearning-2019', 'http://ceur-ws.org/Vol-2414/paper10.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Comparing Word Embeddings for Document Screening based on Active Learning [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/carvallo-parra-comparingwordembeddingsfordocumentscreeningbasedonactivelearning-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('carvallo-parra-comparingwordembeddingsfordocumentscreeningbasedonactivelearning-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  carvallo2019,\n  author\t= {Carvallo, Andres and Parra, Denis},\n  title\t\t= {Comparing Word Embeddings for Document Screening based on\n\t\t  Active Learning},\n  year\t\t= {2019},\n  booktitle\t= {Proceedings of the 4th Joint Workshop on\n\t\t  Bibliometric-enhanced Information Retrieval and Natural\n\t\t  Language Processing for Digital Libraries (BIRNDL 2019)},\n  location\t= {Paris, France},\n  url\t\t= {http://ceur-ws.org/Vol-2414/paper10.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://doi.acm.org/10.1145/3308560.3316457\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019', 'http://doi.acm.org/10.1145/3308560.3316457', event);\">\n    Recommender Systems for Online Video Game Platforms: The Case of STEAM.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cheuque, G.; Guzmán, J.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Companion Proceedings of The 2019 World Wide Web Conference</i>, of <i>WWW '19</i>, pages 763–771, New York, NY, USA,  2019. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://doi.acm.org/10.1145/3308560.3316457\"\n     onclick=\"log_download('cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019', 'http://doi.acm.org/10.1145/3308560.3316457', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Recommender Systems for Online Video Game Platforms: The Case of STEAM [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3308560.3316457\"\n     onclick=\"log_download('cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019', 'http://doi.org/10.1145/3308560.3316457', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cheuque-guzmn-parra-recommendersystemsforonlinevideogameplatformsthecaseofsteam-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  cheuque:2019:rso:3308560.3316457,\n  author\t= {Cheuque, Germ\\&#x27;{a}n and Guzm\\&#x27;{a}n, Jos{\\&#x27;e} and Parra,\n\t\t  Denis},\n  title\t\t= {Recommender Systems for Online Video Game Platforms: The\n\t\t  Case of STEAM},\n  booktitle\t= {Companion Proceedings of The 2019 World Wide Web\n\t\t  Conference},\n  series\t= {WWW &#x27;19},\n  year\t\t= {2019},\n  isbn\t\t= {978-1-4503-6675-5},\n  location\t= {San Francisco, USA},\n  pages\t\t= {763--771},\n  numpages\t= {9},\n  url\t\t= {http://doi.acm.org/10.1145/3308560.3316457},\n  doi\t\t= {10.1145/3308560.3316457},\n  acmid\t\t= {3316457},\n  publisher\t= {ACM},\n  address\t= {New York, NY, USA},\n  keywords\t= {Deep Factorization Machines, Deep Neural Networks,\n\t\t  Diversity, Factorization Machines, Novelty, Recommender\n\t\t  System}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019', 'http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf', event);\">\n    The Effect of Explanations and Algorithmic Accuracy on Visual Recommender Systems of Artistic Images.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dominguez, V.; Messina, P.; Donoso-Guzmán;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>24th Conference on Intelligent User interfaces</i>, of <i>IUI '19</i>,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf\"\n     onclick=\"log_download('dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019', 'http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"The Effect of Explanations and Algorithmic Accuracy on Visual Recommender Systems of Artistic Images [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3301275.3302274\"\n     onclick=\"log_download('dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019', 'http://doi.org/10.1145/3301275.3302274', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>23 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dominguez-messina-donosoguzmn-parra-theeffectofexplanationsandalgorithmicaccuracyonvisualrecommendersystemsofartisticimages-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dominguez2019,\n  author\t= &quot;Dominguez, Vicente and Messina, Pablo and Donoso-Guzm\\&#x27;an\n\t\t  and Parra, Denis&quot;,\n  title\t\t= &quot;The Effect of Explanations and Algorithmic Accuracy on\n\t\t  Visual Recommender Systems of Artistic Images&quot;,\n  booktitle\t= {24th Conference on Intelligent User interfaces},\n  series\t= {IUI &#x27;19},\n  location\t= {Los Angeles, California, USA},\n  year\t\t= &quot;2019&quot;,\n  doi\t\t= &quot;10.1145/3301275.3302274&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/dominguez_IUI_2019_camera_ready.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://doi.acm.org/10.1145/3308560.3316453\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019', 'http://doi.acm.org/10.1145/3308560.3316453', event);\">\n    #Default #Interactiveart #Audiencexperience.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Garretón, M.; Rihm, A.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Companion Proceedings of The 2019 World Wide Web Conference</i>, of <i>WWW '19</i>, pages 791–798, New York, NY, USA,  2019. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://doi.acm.org/10.1145/3308560.3316453\"\n     onclick=\"log_download('garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019', 'http://doi.acm.org/10.1145/3308560.3316453', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"#Default #Interactiveart #Audiencexperience [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3308560.3316453\"\n     onclick=\"log_download('garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019', 'http://doi.org/10.1145/3308560.3316453', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('garretn-rihm-parra-defaultinteractiveartaudiencexperience-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  garreton:2019:dia:3308560.3316453,\n  author\t= {Garret\\&#x27;{o}n, Manuela and Rihm, Andrea and Parra, Denis},\n  title\t\t= {\\#Default \\#Interactiveart \\#Audiencexperience},\n  booktitle\t= {Companion Proceedings of The 2019 World Wide Web\n\t\t  Conference},\n  series\t= {WWW &#x27;19},\n  year\t\t= {2019},\n  isbn\t\t= {978-1-4503-6675-5},\n  location\t= {San Francisco, USA},\n  pages\t\t= {791--798},\n  numpages\t= {8},\n  url\t\t= {http://doi.acm.org/10.1145/3308560.3316453},\n  doi\t\t= {10.1145/3308560.3316453},\n  acmid\t\t= {3316453},\n  publisher\t= {ACM},\n  address\t= {New York, NY, USA},\n  keywords\t= {Arts, Instagram, Interactive art evaluation, Social Media,\n\t\t  and culture on the web}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://graphnav.stanford.edu/\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019', 'https://graphnav.stanford.edu/', event);\">\n    A Behavioral Approach to Visual Navigation with Graph Localization Networks.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Chen, K.; Vicente, J. D.; Sepulveda, G.; Xia, F.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Vazquez, M.;  and Savarese, S.\n</span>\n\n  \n\n</span>\n\n  In <i>RSS</i>,  2019. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://graphnav.stanford.edu/\"\n     onclick=\"log_download('chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019', 'https://graphnav.stanford.edu/', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Behavioral Approach to Visual Navigation with Graph Localization Networks [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('chen-vicente-sepulveda-xia-soto-vazquez-savarese-abehavioralapproachtovisualnavigationwithgraphlocalizationnetworks-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  kevin:etal:2018,\n  author\t= {K. Chen and J.P De Vicente and G. Sepulveda and F. Xia and\n\t\t  A. Soto and M. Vazquez and S. Savarese},\n  title\t\t= {A Behavioral Approach to Visual Navigation with Graph\n\t\t  Localization Networks},\n  booktitle\t= {RSS},\n  year\t\t= {2019},\n  abstract\t= {Inspired by research in psychology, we introduce a\n\t\t  behavioral approach for visual navigation using topological\n\t\t  maps. Our goal is to enable a robot to navigate from one\n\t\t  location to another, relying only on its visual\n\t\t  observations and the topological map of the environment. To\n\t\t  this end, we propose using graph neural networks for\n\t\t  localizing the agent in the map, and decompose the action\n\t\t  space into primitive behaviors implemented as convolutional\n\t\t  or recurrent neural networks. Using the Gibson simulator\n\t\t  and the Stanford 2D-3D-S dataset, we verify that our\n\t\t  approach outperforms relevant baselines and is able to\n\t\t  navigate in both seen and unseen indoor environments.},\n  url\t\t= {https://graphnav.stanford.edu/}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Inspired by research in psychology, we introduce a behavioral approach for visual navigation using topological maps. Our goal is to enable a robot to navigate from one location to another, relying only on its visual observations and the topological map of the environment. To this end, we propose using graph neural networks for localizing the agent in the map, and decompose the action space into primitive behaviors implemented as convolutional or recurrent neural networks. Using the Gibson simulator and the Stanford 2D-3D-S dataset, we verify that our approach outperforms relevant baselines and is able to navigate in both seen and unseen indoor environments.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lin-parra-trattner-brusilovsky-tagbasedinformationaccessinimagecollectionsinsightsfromlogandeyegazeanalyses-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Tag-based information access in image collections: insights from log and eye-gaze analyses.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lin, Y.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Trattner, C.;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  <i>Knowledge and Information Systems</i>,1–28.  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s10115-019-01343-4\"\n     onclick=\"log_download('lin-parra-trattner-brusilovsky-tagbasedinformationaccessinimagecollectionsinsightsfromlogandeyegazeanalyses-2019', 'http://doi.org/10.1007/s10115-019-01343-4', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lin-parra-trattner-brusilovsky-tagbasedinformationaccessinimagecollectionsinsightsfromlogandeyegazeanalyses-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lin-parra-trattner-brusilovsky-tagbasedinformationaccessinimagecollectionsinsightsfromlogandeyegazeanalyses-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lin2019tag,\n  title\t\t= {Tag-based information access in image collections:\n\t\t  insights from log and eye-gaze analyses},\n  author\t= {Lin, Yi-Ling and Parra, Denis and Trattner, Christoph and\n\t\t  Brusilovsky, Peter},\n  journal\t= {Knowledge and Information Systems},\n  pages\t\t= {1--28},\n  year\t\t= {2019},\n  publisher\t= {Springer},\n  doi\t\t= {10.1007/s10115-019-01343-4}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Using Twitter to Infer User Satisfaction With Public Transport: The Case of Santiago, Chile.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Méndez, J. T.; Lobel, H.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Herrera, J. C.\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Access</i>, 7: 60255–60263.  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n  <a href=\"http://doi.org/10.1109/ACCESS.2019.2915107\"\n     onclick=\"log_download('mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019', 'http://doi.org/10.1109/ACCESS.2019.2915107', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mndez-lobel-parra-herrera-usingtwittertoinferusersatisfactionwithpublictransportthecaseofsantiagochile-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mendez2019using,\n  title\t\t= {Using Twitter to Infer User Satisfaction With Public\n\t\t  Transport: The Case of Santiago, Chile},\n  author\t= {M{\\&#x27;e}ndez, Jos{\\&#x27;e} Tom{\\&#x27;a}s and Lobel, Hans and Parra,\n\t\t  Denis and Herrera, Juan Carlos},\n  journal\t= {IEEE Access},\n  volume\t= {7},\n  pages\t\t= {60255--60263},\n  year\t\t= {2019},\n  publisher\t= {IEEE},\n  doi\t\t= {10.1109/ACCESS.2019.2915107}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://link.springer.com/article/10.1007/s11257-018-9206-9\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019', 'https://link.springer.com/article/10.1007/s11257-018-9206-9', event);\">\n    Content-based artwork recommendation: integrating painting metadata with neural and manually-engineered visual features.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Messina, P.; Dominguez, V.; Parra, D.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>User Modeling and User-Adapted Interaction</i>, 29(2).  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://link.springer.com/article/10.1007/s11257-018-9206-9\"\n     onclick=\"log_download('messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019', 'https://link.springer.com/article/10.1007/s11257-018-9206-9', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Content-based artwork recommendation: integrating painting metadata with neural and manually-engineered visual features [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  messina:etal:2019,\n  author\t= {Pablo Messina and Vicente Dominguez and Denis Parra and\n\t\t  Christoph Trattner and Alvaro Soto},\n  title\t\t= {Content-based artwork recommendation: integrating painting\n\t\t  metadata with neural and manually-engineered visual\n\t\t  features},\n  journal\t= {User Modeling and User-Adapted Interaction},\n  volume\t= {29},\n  number\t= {2},\n  year\t\t= {2019},\n  abstract\t= {Recommender Systems help us deal with information overload\n\t\t  by suggesting relevant items based on our personal\n\t\t  preferences. Although there is a large body of research in\n\t\t  areas such as movies or music, artwork recommendation has\n\t\t  received comparatively little attention, despite the\n\t\t  continuous growth of the artwork market. Most previous\n\t\t  research has relied on ratings and metadata, and a few\n\t\t  recent works have exploited visual features extracted with\n\t\t  deep neural networks (DNN) to recommend digital art. In\n\t\t  this work, we contribute to the area of content-based\n\t\t  artwork recommendation of physical paintings by studying\n\t\t  the impact of the aforementioned features (artwork\n\t\t  metadata, neural visual features), as well as\n\t\t  manually-engineered visual features, such as naturalness,\n\t\t  brightness and contrast. We implement and evaluate our\n\t\t  method using transactional data from UGallery.com, an\n\t\t  online artwork store. Our results show that artwork\n\t\t  recommendations based on a hybrid combination of artist\n\t\t  preference, curated attributes, deep neural visual features\n\t\t  and manually-engineered visual features produce the best\n\t\t  performance. Moreover, we discuss the trade-off between\n\t\t  automatically obtained DNN features and manually-engineered\n\t\t  visual features for the purpose of explainability, as well\n\t\t  as the impact of user profile size on predictions. Our\n\t\t  research informs the development of next-generation\n\t\t  content-based artwork recommenders which rely on different\n\t\t  types of data, from text to multimedia.},\n  url\t\t= {https://link.springer.com/article/10.1007/s11257-018-9206-9}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Recommender Systems help us deal with information overload by suggesting relevant items based on our personal preferences. Although there is a large body of research in areas such as movies or music, artwork recommendation has received comparatively little attention, despite the continuous growth of the artwork market. Most previous research has relied on ratings and metadata, and a few recent works have exploited visual features extracted with deep neural networks (DNN) to recommend digital art. In this work, we contribute to the area of content-based artwork recommendation of physical paintings by studying the impact of the aforementioned features (artwork metadata, neural visual features), as well as manually-engineered visual features, such as naturalness, brightness and contrast. We implement and evaluate our method using transactional data from UGallery.com, an online artwork store. Our results show that artwork recommendations based on a hybrid combination of artist preference, curated attributes, deep neural visual features and manually-engineered visual features produce the best performance. Moreover, we discuss the trade-off between automatically obtained DNN features and manually-engineered visual features for the purpose of explainability, as well as the impact of user profile size on predictions. Our research informs the development of next-generation content-based artwork recommenders which rely on different types of data, from text to multimedia.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://www.mdpi.com/1099-4300/21/2/190\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019', 'https://www.mdpi.com/1099-4300/21/2/190', event);\">\n    Mixture of Experts with Entropic Regularization for Data Classification.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  B. Peralta, A. S.;  and L. Caro, A. S.\n</span>\n\n  \n\n</span>\n\n  <i>Entropy</i>, 21(2).  2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://www.mdpi.com/1099-4300/21/2/190\"\n     onclick=\"log_download('bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019', 'https://www.mdpi.com/1099-4300/21/2/190', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Mixture of Experts with Entropic Regularization for Data Classification [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bperalta-lcaro-mixtureofexpertswithentropicregularizationfordataclassification-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  peralta:etal:2019,\n  author\t= {B. Peralta, A. Saavedra, L. Caro, A. Soto},\n  title\t\t= {Mixture of Experts with Entropic Regularization for Data\n\t\t  Classification},\n  journal\t= {Entropy},\n  volume\t= {21},\n  number\t= {2},\n  year\t\t= {2019},\n  abstract\t= {Today, there is growing interest in the automatic\n\t\t  classification of a variety of tasks, such as weather\n\t\t  forecasting, product recommendations, intrusion detection,\n\t\t  and people recognition.“Mixture-of-experts” is a\n\t\t  well-known classification technique; it is a probabilistic\n\t\t  model consisting of local expert classifiers weighted by a\n\t\t  gate network that is typically based on softmax functions,\n\t\t  combined with learnable complex patterns in data. In this\n\t\t  scheme, one data point is influenced by only one expert; as\n\t\t  a result, the training process can be misguided in real\n\t\t  datasets for which complex data need to be explained by\n\t\t  multiple experts. In this work, we propose a variant of the\n\t\t  regular mixture-of-experts model. In the proposed model,\n\t\t  the cost classification is penalized by the Shannon entropy\n\t\t  of the gating network in order to avoid a\n\t\t  “winner-takes-all” output for the gating network.\n\t\t  Experiments show the advantage of our approach using\n\t\t  several real datasets, with improvements in mean accuracy\n\t\t  of 3–6\\% in some datasets. In future work, we plan to\n\t\t  embed feature selection into this model.},\n  url\t\t= {https://www.mdpi.com/1099-4300/21/2/190}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Today, there is growing interest in the automatic classification of a variety of tasks, such as weather forecasting, product recommendations, intrusion detection, and people recognition.“Mixture-of-experts” is a well-known classification technique; it is a probabilistic model consisting of local expert classifiers weighted by a gate network that is typically based on softmax functions, combined with learnable complex patterns in data. In this scheme, one data point is influenced by only one expert; as a result, the training process can be misguided in real datasets for which complex data need to be explained by multiple experts. In this work, we propose a variant of the regular mixture-of-experts model. In the proposed model, the cost classification is penalized by the Shannon entropy of the gating network in order to avoid a “winner-takes-all” output for the gating network. Experiments show the advantage of our approach using several real datasets, with improvements in mean accuracy of 3–6% in some datasets. In future work, we plan to embed feature selection into this model.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1016/j.landurbplan.2018.09.020\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019', 'https://doi.org/10.1016/j.landurbplan.2018.09.020', event);\">\n    Explaining subjective perceptions of public spaces as a function of the built environment: A massive data approach.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rossetti, T.; Lobel, H.; Rocco, V.;  and Hurtubia, R.\n</span>\n\n  \n\n</span>\n\n  <i>Landscape and Urban Planning</i>, 181: 169–178. January 2019.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1016/j.landurbplan.2018.09.020\"\n     onclick=\"log_download('rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019', 'https://doi.org/10.1016/j.landurbplan.2018.09.020', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Explaining subjective perceptions of public spaces as a function of the built environment: A massive data approach [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.landurbplan.2018.09.020\"\n     onclick=\"log_download('rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019', 'http://doi.org/10.1016/j.landurbplan.2018.09.020', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rossetti-lobel-rocco-hurtubia-explainingsubjectiveperceptionsofpublicspacesasafunctionofthebuiltenvironmentamassivedataapproach-2019')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  rossetti2019,\n  doi\t\t= {10.1016/j.landurbplan.2018.09.020},\n  url\t\t= {https://doi.org/10.1016/j.landurbplan.2018.09.020},\n  year\t\t= {2019},\n  month\t\t= jan,\n  publisher\t= {Elsevier {BV}},\n  volume\t= {181},\n  pages\t\t= {169--178},\n  author\t= {Tom{\\&#x27;{a}}s Rossetti and Hans Lobel and V{\\&#x27;{\\i}}ctor\n\t\t  Rocco and Ricardo Hurtubia},\n  title\t\t= {Explaining subjective perceptions of public spaces as a\n\t\t  function of the built environment: A massive data\n\t\t  approach},\n  journal\t= {Landscape and Urban Planning}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2018\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2018')\"\n      onkeypress=\"toggleGroup('group_2018')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2018</span>\n      <span class=\"bibbase_group_count\">\n        \n        (26)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"cataln-lobel-herrera-classifyingdriversbehaviorinpublictransportusinginertialmeasurementunitsanddecisiontrees-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Classifying Drivers' Behavior in Public Transport using Inertial Measurement Units and Decision Trees.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Catalán, H. F.; Lobel, H.;  and Herrera, J. C.\n</span>\n\n  \n\n</span>\n\n  In <i>2018 21st International Conference on Intelligent Transportation Systems (ITSC)</i>, pages 217-222,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n  <a href=\"http://doi.org/10.1109/ITSC.2018.8569404\"\n     onclick=\"log_download('cataln-lobel-herrera-classifyingdriversbehaviorinpublictransportusinginertialmeasurementunitsanddecisiontrees-2018', 'http://doi.org/10.1109/ITSC.2018.8569404', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cataln-lobel-herrera-classifyingdriversbehaviorinpublictransportusinginertialmeasurementunitsanddecisiontrees-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cataln-lobel-herrera-classifyingdriversbehaviorinpublictransportusinginertialmeasurementunitsanddecisiontrees-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  8569404,\n  author\t= {Catalán, Hernán F. and Lobel, Hans and Herrera, Juan\n\t\t  C.},\n  booktitle\t= {2018 21st International Conference on Intelligent\n\t\t  Transportation Systems (ITSC)},\n  title\t\t= {Classifying Drivers&#x27; Behavior in Public Transport using\n\t\t  Inertial Measurement Units and Decision Trees},\n  year\t\t= {2018},\n  volume\t= {},\n  number\t= {},\n  pages\t\t= {217-222},\n  doi\t\t= {10.1109/ITSC.2018.8569404}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"delrio-messina-dominguez-parra-dobetterimagenetmodelstransferbetterforimagerecommendation-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/abs/1807.09870\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'delrio-messina-dominguez-parra-dobetterimagenetmodelstransferbetterforimagerecommendation-2018', 'https://arxiv.org/abs/1807.09870', event);\">\n    Do Better ImageNet Models Transfer Better... for Image Recommendation?.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  del Rio, F.; Messina, P.; Dominguez, V.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>2nd workshop on Intelligent Recommender Systems by Knowledge Transfer and Learning</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/abs/1807.09870\"\n     onclick=\"log_download('delrio-messina-dominguez-parra-dobetterimagenetmodelstransferbetterforimagerecommendation-2018', 'https://arxiv.org/abs/1807.09870', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Do Better ImageNet Models Transfer Better... for Image Recommendation? [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/delrio-messina-dominguez-parra-dobetterimagenetmodelstransferbetterforimagerecommendation-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('delrio-messina-dominguez-parra-dobetterimagenetmodelstransferbetterforimagerecommendation-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  1807.09870,\n  author\t= {Felipe del Rio and Pablo Messina and Vicente Dominguez and\n\t\t  Denis Parra},\n  title\t\t= {Do Better ImageNet Models Transfer Better... for Image\n\t\t  Recommendation?},\n  year\t\t= {2018},\n  eprint\t= {arXiv:1807.09870},\n  url\t\t= &quot;https://arxiv.org/abs/1807.09870&quot;,\n  booktitle\t= {2nd workshop on Intelligent Recommender Systems by\n\t\t  Knowledge Transfer and Learning}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf', event);\">\n    Moodplay: Interactive Music Recommendation based on Artists’ Mood Similarity .\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Andjelkovic, I.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and O'Donovan, J.\n</span>\n\n  \n\n</span>\n\n  <i>International Journal of Human-Computer Studies </i>,- .  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf\"\n     onclick=\"log_download('andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Moodplay: Interactive Music Recommendation based on Artists’ Mood Similarity  [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.ijhcs.2018.04.004\"\n     onclick=\"log_download('andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018', 'http://doi.org/10.1016/j.ijhcs.2018.04.004', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('andjelkovic-parra-odonovan-moodplayinteractivemusicrecommendationbasedonartistsmoodsimilarity-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  andjelkovic2018,\n  title\t\t= &quot;Moodplay: Interactive Music Recommendation based on\n\t\t  Artists’ Mood Similarity &quot;,\n  author\t= &quot;Andjelkovic, Ivana and Parra, Denis and O&#x27;Donovan, John&quot;,\n  journal\t= &quot;International Journal of Human-Computer Studies &quot;,\n  volume\t= &quot;&quot;,\n  number\t= &quot;&quot;,\n  pages\t\t= &quot; - &quot;,\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;1071-5819&quot;,\n  doi\t\t= &quot;10.1016/j.ijhcs.2018.04.004&quot;,\n  keywords\t= &quot;interactive visualization, recommender systems, artists&#x27;\n\t\t  emotion, music recommendation, user study&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/preprint-andjelkovic-IJCHS_Moodplay.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf', event);\">\n    CNVis: A Web-Based Visual Analytics Tool for Exploring Conference Navigator Data.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bailey, S. M.; Wei, J. A.; Wang, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>IS&T Electronic Imaging 2018 Symposium </i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf\"\n     onclick=\"log_download('bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"CNVis: A Web-Based Visual Analytics Tool for Exploring Conference Navigator Data [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bailey-wei-wang-parra-brusilovsky-cnvisawebbasedvisualanalyticstoolforexploringconferencenavigatordata-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  bailey2018,\n  author\t= &quot;Bailey, Samuel M. and Wei, Justin A. and Wang, Chaoli and\n\t\t  Parra, Denis and Brusilovsky, Peter&quot;,\n  title\t\t= &quot;CNVis: A Web-Based Visual Analytics Tool for Exploring\n\t\t  Conference Navigator Data&quot;,\n  booktitle\t= {IS&amp;T Electronic Imaging 2018 Symposium },\n  year\t\t= &quot;2018&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/vda18-cnvis.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf', event);\">\n    IntersectionExplorer, a Multi-Perspective Approach for Exploring Recommendations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cardoso, B.; Sedrakyan, G.; Gutiérrez, F.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Brusilovsky, P.;  and Verbert, K.\n</span>\n\n  \n\n</span>\n\n  <i>International Journal of Human-Computer Studies</i>.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf\"\n     onclick=\"log_download('cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"IntersectionExplorer, a Multi-Perspective Approach for Exploring Recommendations [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.ijhcs.2018.04.008\"\n     onclick=\"log_download('cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018', 'http://doi.org/10.1016/j.ijhcs.2018.04.008', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cardoso-sedrakyan-gutirrez-parra-brusilovsky-verbert-intersectionexploreramultiperspectiveapproachforexploringrecommendations-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  cardoso2018,\n  title\t\t= &quot;IntersectionExplorer, a Multi-Perspective Approach for\n\t\t  Exploring Recommendations&quot;,\n  journal\t= &quot;International Journal of Human-Computer Studies&quot;,\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;1071-5819&quot;,\n  doi\t\t= &quot;10.1016/j.ijhcs.2018.04.008&quot;,\n  author\t= &quot;Bruno Cardoso and Gayane Sedrakyan and Francisco\n\t\t  Gutiérrez and Denis Parra and Peter Brusilovsky and\n\t\t  Katrien Verbert&quot;,\n  keywords\t= &quot;interactive visualization, exploration of recommendations,\n\t\t  recommender systems, set visualization, scalability, user\n\t\t  study&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/preprint-iexplorer-2018.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/978-3-319-89656-4\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018', 'https://doi.org/10.1007/978-3-319-89656-4', event);\">\n    Advances in Artificial Intelligence - 31st Canadian Conference on Artificial Intelligence, Canadian AI 2018, Toronto, ON, Canada, May 8-11, 2018, Proceedings.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bagheri, E.;  and Cheung, J. C. K.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  Volume 10832, of Lecture Notes in Computer Science.Springer.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/978-3-319-89656-4\"\n     onclick=\"log_download('bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018', 'https://doi.org/10.1007/978-3-319-89656-4', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Advances in Artificial Intelligence - 31st Canadian Conference on Artificial Intelligence, Canadian AI 2018, Toronto, ON, Canada, May 8-11, 2018, Proceedings [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-319-89656-4\"\n     onclick=\"log_download('bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018', 'http://doi.org/10.1007/978-3-319-89656-4', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bagheri-cheung-advancesinartificialintelligence31stcanadianconferenceonartificialintelligencecanadianai2018torontooncanadamay8112018proceedings-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ai/2018,\n  editor\t= {Ebrahim Bagheri and Jackie Chi Kit Cheung},\n  title\t\t= {Advances in Artificial Intelligence - 31st Canadian\n\t\t  Conference on Artificial Intelligence, Canadian {AI} 2018,\n\t\t  Toronto, ON, Canada, May 8-11, 2018, Proceedings},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {10832},\n  publisher\t= {Springer},\n  year\t\t= {2018},\n  url\t\t= {https://doi.org/10.1007/978-3-319-89656-4},\n  doi\t\t= {10.1007/978-3-319-89656-4},\n  isbn\t\t= {978-3-319-89655-7},\n  timestamp\t= {Mon, 23 Apr 2018 18:08:42 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ai/2018},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/978-3-319-89656-4\\_4\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018', 'https://doi.org/10.1007/978-3-319-89656-4\\_4', event);\">\n    Synthesizing Controllers: On the Correspondence Between LTL Synthesis and Non-deterministic Planning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; Baier, J. A.; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Artificial Intelligence - 31st Canadian Conference on Artificial Intelligence, Canadian AI 2018, Toronto, ON, Canada, May 8-11, 2018, Proceedings</i>, pages 45–59,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/978-3-319-89656-4\\_4\"\n     onclick=\"log_download('camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018', 'https://doi.org/10.1007/978-3-319-89656-4\\_4', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Synthesizing Controllers: On the Correspondence Between LTL Synthesis and Non-deterministic Planning [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-319-89656-4_4\"\n     onclick=\"log_download('camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018', 'http://doi.org/10.1007/978-3-319-89656-4_4', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-baier-muise-mcilraith-synthesizingcontrollersonthecorrespondencebetweenltlsynthesisandnondeterministicplanning-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ai/camachobmm18,\n  author\t= {Alberto Camacho and Jorge A. Baier and Christian J. Muise\n\t\t  and Sheila A. McIlraith},\n  title\t\t= {Synthesizing Controllers: On the Correspondence Between\n\t\t  {LTL} Synthesis and Non-deterministic Planning},\n  booktitle\t= {Advances in Artificial Intelligence - 31st Canadian\n\t\t  Conference on Artificial Intelligence, Canadian {AI} 2018,\n\t\t  Toronto, ON, Canada, May 8-11, 2018, Proceedings},\n  pages\t\t= {45--59},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/ai/2018},\n  url\t\t= {https://doi.org/10.1007/978-3-319-89656-4\\_4},\n  doi\t\t= {10.1007/978-3-319-89656-4\\_4},\n  timestamp\t= {Mon, 23 Apr 2018 18:08:42 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ai/CamachoBMM18},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"deweerdt-koenig-rger-spaan-proceedingsofthetwentyeighthinternationalconferenceonautomatedplanningandschedulingicaps2018delftthenetherlandsjune24292018-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps18contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'deweerdt-koenig-rger-spaan-proceedingsofthetwentyeighthinternationalconferenceonautomatedplanningandschedulingicaps2018delftthenetherlandsjune24292018-2018', 'http://www.aaai.org/Library/ICAPS/icaps18contents.php', event);\">\n    Proceedings of the Twenty-Eighth International Conference on Automated Planning and Scheduling, ICAPS 2018, Delft, The Netherlands, June 24-29, 2018.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  de Weerdt, M.; Koenig, S.; Röger, G.;  and Spaan, M. T. J.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps18contents.php\"\n     onclick=\"log_download('deweerdt-koenig-rger-spaan-proceedingsofthetwentyeighthinternationalconferenceonautomatedplanningandschedulingicaps2018delftthenetherlandsjune24292018-2018', 'http://www.aaai.org/Library/ICAPS/icaps18contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Eighth International Conference on Automated Planning and Scheduling, ICAPS 2018, Delft, The Netherlands, June 24-29, 2018 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/deweerdt-koenig-rger-spaan-proceedingsofthetwentyeighthinternationalconferenceonautomatedplanningandschedulingicaps2018delftthenetherlandsjune24292018-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('deweerdt-koenig-rger-spaan-proceedingsofthetwentyeighthinternationalconferenceonautomatedplanningandschedulingicaps2018delftthenetherlandsjune24292018-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2018,\n  editor\t= {Mathijs de Weerdt and Sven Koenig and Gabriele R{\\&quot;{o}}ger\n\t\t  and Matthijs T. J. Spaan},\n  title\t\t= {Proceedings of the Twenty-Eighth International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2018, Delft,\n\t\t  The Netherlands, June 24-29, 2018},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2018},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/icaps18contents.php},\n  isbn\t\t= {978-1-57735-797-1},\n  timestamp\t= {Mon, 25 Jun 2018 13:32:06 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2018},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-baier-muise-mcilraith-finiteltlsynthesisasplanning-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-baier-muise-mcilraith-finiteltlsynthesisasplanning-2018', 'https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790', event);\">\n    Finite LTL Synthesis as Planning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; Baier, J. A.; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Eighth International Conference on Automated Planning and Scheduling, ICAPS 2018, Delft, The Netherlands, June 24-29, 2018.</i>, pages 29–38,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790\"\n     onclick=\"log_download('camacho-baier-muise-mcilraith-finiteltlsynthesisasplanning-2018', 'https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Finite LTL Synthesis as Planning [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-baier-muise-mcilraith-finiteltlsynthesisasplanning-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>28 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-baier-muise-mcilraith-finiteltlsynthesisasplanning-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/camachobmm18,\n  author\t= {Alberto Camacho and Jorge A. Baier and Christian J. Muise\n\t\t  and Sheila A. McIlraith},\n  title\t\t= {Finite {LTL} Synthesis as Planning},\n  booktitle\t= {Proceedings of the Twenty-Eighth International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2018, Delft,\n\t\t  The Netherlands, June 24-29, 2018.},\n  pages\t\t= {29--38},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/aips/2018},\n  url\t\t= {https://aaai.org/ocs/index.php/ICAPS/ICAPS18/paper/view/17790},\n  timestamp\t= {Mon, 25 Jun 2018 13:32:06 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/CamachoBMM18},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lang-proceedingsofthetwentyseventhinternationaljointconferenceonartificialintelligenceijcai2018july13192018stockholmsweden-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.ijcai.org/proceedings/2018/\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lang-proceedingsofthetwentyseventhinternationaljointconferenceonartificialintelligenceijcai2018july13192018stockholmsweden-2018', 'http://www.ijcai.org/proceedings/2018/', event);\">\n    Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lang, J.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n  ijcai.org.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.ijcai.org/proceedings/2018/\"\n     onclick=\"log_download('lang-proceedingsofthetwentyseventhinternationaljointconferenceonartificialintelligenceijcai2018july13192018stockholmsweden-2018', 'http://www.ijcai.org/proceedings/2018/', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lang-proceedingsofthetwentyseventhinternationaljointconferenceonartificialintelligenceijcai2018july13192018stockholmsweden-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lang-proceedingsofthetwentyseventhinternationaljointconferenceonartificialintelligenceijcai2018july13192018stockholmsweden-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2018,\n  editor\t= {J{\\&#x27;{e}}r{\\^{o}}me Lang},\n  title\t\t= {Proceedings of the Twenty-Seventh International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2018, July\n\t\t  13-19, 2018, Stockholm, Sweden},\n  publisher\t= {ijcai.org},\n  year\t\t= {2018},\n  url\t\t= {http://www.ijcai.org/proceedings/2018/},\n  isbn\t\t= {978-0-9992411-2-7},\n  timestamp\t= {Sat, 28 Jul 2018 14:39:21 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2018},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.24963/ijcai.2018/651\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018', 'https://doi.org/10.24963/ijcai.2018/651', event);\">\n    LTL Realizability via Safety and Reachability Games.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>; Baier, J. A.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden.</i>, pages 4683–4691,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.24963/ijcai.2018/651\"\n     onclick=\"log_download('camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018', 'https://doi.org/10.24963/ijcai.2018/651', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"LTL Realizability via Safety and Reachability Games [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.24963/ijcai.2018/651\"\n     onclick=\"log_download('camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018', 'http://doi.org/10.24963/ijcai.2018/651', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-muise-baier-mcilraith-ltlrealizabilityviasafetyandreachabilitygames-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/camachombm18,\n  author\t= {Alberto Camacho and Christian J. Muise and Jorge A. Baier\n\t\t  and Sheila A. McIlraith},\n  title\t\t= {{LTL} Realizability via Safety and Reachability Games},\n  booktitle\t= {Proceedings of the Twenty-Seventh International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2018, July\n\t\t  13-19, 2018, Stockholm, Sweden.},\n  pages\t\t= {4683--4691},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/ijcai/2018},\n  url\t\t= {https://doi.org/10.24963/ijcai.2018/651},\n  doi\t\t= {10.24963/ijcai.2018/651},\n  timestamp\t= {Sat, 28 Jul 2018 14:39:21 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/CamachoMBM18},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.24963/ijcai.2018/848\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018', 'https://doi.org/10.24963/ijcai.2018/848', event);\">\n    SynKit: LTL Synthesis as a Service.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>; Baier, J. A.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden.</i>, pages 5817–5819,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.24963/ijcai.2018/848\"\n     onclick=\"log_download('camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018', 'https://doi.org/10.24963/ijcai.2018/848', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"SynKit: LTL Synthesis as a Service [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.24963/ijcai.2018/848\"\n     onclick=\"log_download('camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018', 'http://doi.org/10.24963/ijcai.2018/848', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>10 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-muise-baier-mcilraith-synkitltlsynthesisasaservice-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/camachombm18a,\n  author\t= {Alberto Camacho and Christian J. Muise and Jorge A. Baier\n\t\t  and Sheila A. McIlraith},\n  title\t\t= {SynKit: {LTL} Synthesis as a Service},\n  booktitle\t= {Proceedings of the Twenty-Seventh International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2018, July\n\t\t  13-19, 2018, Stockholm, Sweden.},\n  pages\t\t= {5817--5819},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/ijcai/2018},\n  url\t\t= {https://doi.org/10.24963/ijcai.2018/848},\n  doi\t\t= {10.24963/ijcai.2018/848},\n  timestamp\t= {Sat, 28 Jul 2018 14:39:21 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/CamachoMBM18a},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bulitko-storandt-proceedingsoftheeleventhinternationalsymposiumoncombinatorialsearchsocs2018stockholmsweden1415july2018-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs18contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bulitko-storandt-proceedingsoftheeleventhinternationalsymposiumoncombinatorialsearchsocs2018stockholmsweden1415july2018-2018', 'http://www.aaai.org/Library/SOCS/socs18contents.php', event);\">\n    Proceedings of the Eleventh International Symposium on Combinatorial Search, SOCS 2018, Stockholm, Sweden - 14-15 July 2018.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bulitko, V.;  and Storandt, S.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs18contents.php\"\n     onclick=\"log_download('bulitko-storandt-proceedingsoftheeleventhinternationalsymposiumoncombinatorialsearchsocs2018stockholmsweden1415july2018-2018', 'http://www.aaai.org/Library/SOCS/socs18contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Eleventh International Symposium on Combinatorial Search, SOCS 2018, Stockholm, Sweden - 14-15 July 2018 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bulitko-storandt-proceedingsoftheeleventhinternationalsymposiumoncombinatorialsearchsocs2018stockholmsweden1415july2018-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bulitko-storandt-proceedingsoftheeleventhinternationalsymposiumoncombinatorialsearchsocs2018stockholmsweden1415july2018-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2018,\n  editor\t= {Vadim Bulitko and Sabine Storandt},\n  title\t\t= {Proceedings of the Eleventh International Symposium on\n\t\t  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -\n\t\t  14-15 July 2018},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2018},\n  url\t\t= {http://www.aaai.org/Library/SOCS/socs18contents.php},\n  isbn\t\t= {978-1-57735-802-2},\n  timestamp\t= {Tue, 24 Jul 2018 20:17:24 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2018},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"kramm-rivera-hernndez-baier-asuboptimalityboundfor2mboxkgridpathplanning-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'kramm-rivera-hernndez-baier-asuboptimalityboundfor2mboxkgridpathplanning-2018', 'https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975', event);\">\n    A Suboptimality Bound for 2\\(^\\mboxk\\) Grid Path Planning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Kramm, B.; Rivera, N.; Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Eleventh International Symposium on Combinatorial Search, SOCS 2018, Stockholm, Sweden - 14-15 July 2018</i>, pages 63–71,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975\"\n     onclick=\"log_download('kramm-rivera-hernndez-baier-asuboptimalityboundfor2mboxkgridpathplanning-2018', 'https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Suboptimality Bound for 2\\(^\\mboxk\\) Grid Path Planning [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/kramm-rivera-hernndez-baier-asuboptimalityboundfor2mboxkgridpathplanning-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('kramm-rivera-hernndez-baier-asuboptimalityboundfor2mboxkgridpathplanning-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/krammrhb18,\n  author\t= {Benjam{\\&#x27;{\\i}}n Kramm and Nicolas Rivera and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {A Suboptimality Bound for 2\\({}^{\\mbox{k}}\\) Grid Path\n\t\t  Planning},\n  booktitle\t= {Proceedings of the Eleventh International Symposium on\n\t\t  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -\n\t\t  14-15 July 2018},\n  pages\t\t= {63--71},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/socs/2018},\n  url\t\t= {https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17975},\n  timestamp\t= {Tue, 24 Jul 2018 20:17:24 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/KrammRHB18},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"muoz-fadic-hernndez-baier-aneuralnetworkfordecisionmakinginrealtimeheuristicsearch-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'muoz-fadic-hernndez-baier-aneuralnetworkfordecisionmakinginrealtimeheuristicsearch-2018', 'https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976', event);\">\n    A Neural Network for Decision Making in Real-Time Heuristic Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Muñoz, F.; Fadic, M.; Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Eleventh International Symposium on Combinatorial Search, SOCS 2018, Stockholm, Sweden - 14-15 July 2018</i>, pages 173–177,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976\"\n     onclick=\"log_download('muoz-fadic-hernndez-baier-aneuralnetworkfordecisionmakinginrealtimeheuristicsearch-2018', 'https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Neural Network for Decision Making in Real-Time Heuristic Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/muoz-fadic-hernndez-baier-aneuralnetworkfordecisionmakinginrealtimeheuristicsearch-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('muoz-fadic-hernndez-baier-aneuralnetworkfordecisionmakinginrealtimeheuristicsearch-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/munozfhb18,\n  author\t= {Franco Mu{\\~{n}}oz and Miguel Fadic and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {A Neural Network for Decision Making in Real-Time\n\t\t  Heuristic Search},\n  booktitle\t= {Proceedings of the Eleventh International Symposium on\n\t\t  Combinatorial Search, {SOCS} 2018, Stockholm, Sweden -\n\t\t  14-15 July 2018},\n  pages\t\t= {173--177},\n  year\t\t= {2018},\n  crossref\t= {DBLP:conf/socs/2018},\n  url\t\t= {https://aaai.org/ocs/index.php/SOCS/SOCS18/paper/view/17976},\n  timestamp\t= {Tue, 24 Jul 2018 20:17:24 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/MunozFHB18},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"dominguez-messina-trattner-parra-towardsexplanationsforvisualrecommendersystemsofartisticimages-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dominguez-messina-trattner-parra-towardsexplanationsforvisualrecommendersystemsofartisticimages-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf', event);\">\n    Towards Explanations for Visual Recommender Systems of Artistic Images.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dominguez, V.; Messina, P.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Joint Workshop on Interfaces and Human Decision Making for Recommender Systems </i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf\"\n     onclick=\"log_download('dominguez-messina-trattner-parra-towardsexplanationsforvisualrecommendersystemsofartisticimages-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Towards Explanations for Visual Recommender Systems of Artistic Images [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dominguez-messina-trattner-parra-towardsexplanationsforvisualrecommendersystemsofartisticimages-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dominguez-messina-trattner-parra-towardsexplanationsforvisualrecommendersystemsofartisticimages-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dominguez2018intrs,\n  author\t= {Vicente Dominguez and Pablo Messina and Christoph Trattner\n\t\t  and Denis Parra},\n  title\t\t= {Towards Explanations for Visual Recommender Systems of\n\t\t  Artistic Images},\n  year\t\t= {2018},\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/pre-print_ugallery_intrs_RecSys_2018.pdf&quot;,\n  booktitle\t= {Joint Workshop on Interfaces and Human Decision Making for\n\t\t  Recommender Systems }\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf', event);\">\n    An Interactive Relevance Feedback Interface for Evidence-Based Health Care.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Donoso-Guzman, I.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>23rd Conference on Intelligent User interfaces</i>, of <i>IUI '18</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf\"\n     onclick=\"log_download('donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"An Interactive Relevance Feedback Interface for Evidence-Based Health Care [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s40558-017-0100-9\"\n     onclick=\"log_download('donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018', 'http://doi.org/10.1007/s40558-017-0100-9', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('donosoguzman-parra-aninteractiverelevancefeedbackinterfaceforevidencebasedhealthcare-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  donoso2018,\n  author\t= &quot;Donoso-Guzman, Ivania and Parra, Denis&quot;,\n  title\t\t= &quot;An Interactive Relevance Feedback Interface for\n\t\t  Evidence-Based Health Care&quot;,\n  booktitle\t= {23rd Conference on Intelligent User interfaces},\n  series\t= {IUI &#x27;18},\n  location\t= {Tokyo, Japan},\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;1943-4294&quot;,\n  doi\t\t= &quot;10.1007/s40558-017-0100-9&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/pre-print-EpistAid-IUI-2018.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1140/epjds/s13688-018-0177-1\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018', 'https://doi.org/10.1140/epjds/s13688-018-0177-1', event);\">\n    Inferring modes of transportation using mobile phone data.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Graells-Garrido, E.; Caro, D.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  <i>EPJ Data Science</i>, 7(1): 49. Dec 2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1140/epjds/s13688-018-0177-1\"\n     onclick=\"log_download('graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018', 'https://doi.org/10.1140/epjds/s13688-018-0177-1', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Inferring modes of transportation using mobile phone data [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1140/epjds/s13688-018-0177-1\"\n     onclick=\"log_download('graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018', 'http://doi.org/10.1140/epjds/s13688-018-0177-1', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('graellsgarrido-caro-parra-inferringmodesoftransportationusingmobilephonedata-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  graells-garrido2018,\n  author\t= &quot;Graells-Garrido, Eduardo and Caro, Diego and Parra, Denis&quot;,\n  title\t\t= &quot;Inferring modes of transportation using mobile phone data&quot;,\n  journal\t= &quot;EPJ Data Science&quot;,\n  year\t\t= &quot;2018&quot;,\n  month\t\t= &quot;Dec&quot;,\n  day\t\t= &quot;04&quot;,\n  volume\t= &quot;7&quot;,\n  number\t= &quot;1&quot;,\n  pages\t\t= &quot;49&quot;,\n  issn\t\t= &quot;2193-1127&quot;,\n  doi\t\t= &quot;10.1140/epjds/s13688-018-0177-1&quot;,\n  url\t\t= &quot;https://doi.org/10.1140/epjds/s13688-018-0177-1&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf', event);\">\n    Learning to Leverage Microblog Information for QA Retrieval.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Herrera, J.; Poblete, B.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the European Conference in Information Retrieval</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf\"\n     onclick=\"log_download('herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Learning to Leverage Microblog Information for QA Retrieval [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-319-76941-7_38\"\n     onclick=\"log_download('herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018', 'http://doi.org/10.1007/978-3-319-76941-7_38', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('herrera-poblete-parra-learningtoleveragemicrobloginformationforqaretrieval-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  herrera2018,\n  author\t= &quot;Herrera, Jose and Poblete, Barbara and Parra, Denis&quot;,\n  title\t\t= &quot;Learning to Leverage Microblog Information for QA\n\t\t  Retrieval&quot;,\n  booktitle\t= {Proceedings of the European Conference in Information\n\t\t  Retrieval},\n  year\t\t= &quot;2018&quot;,\n  doi\t\t= &quot;10.1007/978-3-319-76941-7_38&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/Herrera2018ECIR.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://svl.stanford.edu/assets/papers/ji2018eccv.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018', 'http://svl.stanford.edu/assets/papers/ji2018eccv.pdf', event);\">\n    End-to-End Joint Semantic Segmentation of Actors and Actions in Video.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ji, J.; Buch, S.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>ECCV</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://svl.stanford.edu/assets/papers/ji2018eccv.pdf\"\n     onclick=\"log_download('ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018', 'http://svl.stanford.edu/assets/papers/ji2018eccv.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"End-to-End Joint Semantic Segmentation of Actors and Actions in Video [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ji-buch-niebles-soto-endtoendjointsemanticsegmentationofactorsandactionsinvideo-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  jingwei:etal:2018,\n  author\t= {J. Ji and S. Buch and JC. Niebles and A. Soto},\n  title\t\t= {End-to-End Joint Semantic Segmentation of Actors and\n\t\t  Actions in Video},\n  booktitle\t= {{ECCV}},\n  year\t\t= {2018},\n  abstract\t= {Traditional video understanding tasks include human action\n\t\t  recognition and actor-object semantic segmentation.\n\t\t  However, the joint task of providing semantic segmentation\n\t\t  for different actor classes simultaneously with their\n\t\t  action class remains a challenging but necessary task for\n\t\t  many applications. In this work, we propose a new\n\t\t  end-to-end architecture for tackling this joint task in\n\t\t  videos. Our model effectively leverages multiple input\n\t\t  modalities, contextual information, and joint multitask\n\t\t  learning in the video to directly output semantic\n\t\t  segmentations in a single unified framework. We train and\n\t\t  benchmark our model on the large-scale Actor-Action Dataset\n\t\t  (A2D) for joint actor-action semantic segmentation, and\n\t\t  demonstrate state-of-the-art performance for both\n\t\t  segmentation and detection. We also perform experiments\n\t\t  verifying our joint approach improves performance for\n\t\t  zero-shot understanding, indicating generalizability of our\n\t\t  jointly learned feature space.},\n  url\t\t= {http://svl.stanford.edu/assets/papers/ji2018eccv.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Traditional video understanding tasks include human action recognition and actor-object semantic segmentation. However, the joint task of providing semantic segmentation for different actor classes simultaneously with their action class remains a challenging but necessary task for many applications. In this work, we propose a new end-to-end architecture for tackling this joint task in videos. Our model effectively leverages multiple input modalities, contextual information, and joint multitask learning in the video to directly output semantic segmentations in a single unified framework. We train and benchmark our model on the large-scale Actor-Action Dataset (A2D) for joint actor-action semantic segmentation, and demonstrate state-of-the-art performance for both segmentation and detection. We also perform experiments verifying our joint approach improves performance for zero-shot understanding, indicating generalizability of our jointly learned feature space.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf', event);\">\n    Predicting Process Behavior Meets Factorization Machines.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lee, W. L. J.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Munoz-Gama, J.;  and Sepúlveda, M.\n</span>\n\n  \n\n</span>\n\n  <i>Expert Systems with Applications</i>.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf\"\n     onclick=\"log_download('lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Predicting Process Behavior Meets Factorization Machines [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.eswa.2018.05.035\"\n     onclick=\"log_download('lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018', 'http://doi.org/10.1016/j.eswa.2018.05.035', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lee-parra-munozgama-seplveda-predictingprocessbehaviormeetsfactorizationmachines-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lee2018,\n  title\t\t= &quot;Predicting Process Behavior Meets Factorization Machines&quot;,\n  journal\t= &quot;Expert Systems with Applications&quot;,\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;0957-4174&quot;,\n  doi\t\t= &quot;10.1016/j.eswa.2018.05.035&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/preprint-ESWA-PMRec-Lee-2018.pdf&quot;,\n  author\t= &quot;Wai Lam Jonathan Lee and Denis Parra and Jorge Munoz-Gama\n\t\t  and Marcos Sepúlveda&quot;,\n  keywords\t= &quot;Recommender Systems, Business Process Management,\n\t\t  Predictive Business Process Monitoring&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf', event);\">\n    Content-based Artwork Recommendation: Integrating Painting Metadata with Neural and Manually-Engineered Visual Features.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Messina, P.; Dominguez, V.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>User Modeling and User-Adapted Interaction</i>.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf\"\n     onclick=\"log_download('messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018', 'http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Content-based Artwork Recommendation: Integrating Painting Metadata with Neural and Manually-Engineered Visual Features [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s11257-018-9206-9\"\n     onclick=\"log_download('messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018', 'http://doi.org/10.1007/s11257-018-9206-9', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>11 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('messina-dominguez-parra-trattner-soto-contentbasedartworkrecommendationintegratingpaintingmetadatawithneuralandmanuallyengineeredvisualfeatures-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  messina2018,\n  author\t= &quot;Messina, Pablo and Dominguez, Vicente and Parra, Denis and\n\t\t  Trattner, Christoph and Soto, Alvaro&quot;,\n  title\t\t= &quot;Content-based Artwork Recommendation: Integrating Painting\n\t\t  Metadata with Neural and Manually-Engineered Visual\n\t\t  Features&quot;,\n  journal\t= &quot;User Modeling and User-Adapted Interaction&quot;,\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;1573-1391&quot;,\n  doi\t\t= &quot;10.1007/s11257-018-9206-9&quot;,\n  url\t\t= &quot;http://dparra.sitios.ing.uc.cl/pdfs/preprint-ugallery-UMUAI-2018.pdf&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/pdf/1803.04119v1.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018', 'https://arxiv.org/pdf/1803.04119v1.pdf', event);\">\n    A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Sepulveda, G.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>ICRA</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/pdf/1803.04119v1.pdf\"\n     onclick=\"log_download('sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018', 'https://arxiv.org/pdf/1803.04119v1.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sepulveda-niebles-soto-adeeplearningbasedbehavioralapproachtoindoorautonomousnavigation-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  sepulveda:etal:2018,\n  author\t= {G. Sepulveda and JC. Niebles and A. Soto},\n  title\t\t= {A Deep Learning Based Behavioral Approach to Indoor\n\t\t  Autonomous Navigation},\n  booktitle\t= {{ICRA}},\n  year\t\t= {2018},\n  abstract\t= {We present a semantically rich graph representa- tion for\n\t\t  indoor robotic navigation. Our graph representation\n\t\t  encodes: semantic locations such as offices or corridors as\n\t\t  nodes, and navigational behaviors such as enter office or\n\t\t  cross a corridor as edges. In particular, our navigational\n\t\t  behaviors operate directly from visual inputs to produce\n\t\t  motor controls and are implemented with deep learning\n\t\t  architectures. This enables the robot to avoid explicit\n\t\t  computation of its precise location or the geometry of the\n\t\t  environment, and enables navigation at a higher level of\n\t\t  semantic abstraction. We evaluate the effectiveness of our\n\t\t  representation by simulating navigation tasks in a large\n\t\t  number of virtual environments. Our results show that using\n\t\t  a simple sets of perceptual and navigational behaviors, the\n\t\t  proposed approach can successfully guide the way of the\n\t\t  robot as it completes navigational missions such as going\n\t\t  to a specific office. Furthermore, our implementation shows\n\t\t  to be effective to control the selection and switching of\n\t\t  behaviors. },\n  url\t\t= {https://arxiv.org/pdf/1803.04119v1.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  We present a semantically rich graph representa- tion for indoor robotic navigation. Our graph representation encodes: semantic locations such as offices or corridors as nodes, and navigational behaviors such as enter office or cross a corridor as edges. In particular, our navigational behaviors operate directly from visual inputs to produce motor controls and are implemented with deep learning architectures. This enables the robot to avoid explicit computation of its precise location or the geometry of the environment, and enables navigation at a higher level of semantic abstraction. We evaluate the effectiveness of our representation by simulating navigation tasks in a large number of virtual environments. Our results show that using a simple sets of perceptual and navigational behaviors, the proposed approach can successfully guide the way of the robot as it completes navigational missions such as going to a specific office. Furthermore, our implementation shows to be effective to control the selection and switching of behaviors. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/s40558-017-0100-9\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018', 'https://doi.org/10.1007/s40558-017-0100-9', event);\">\n    Investigating the utility of the weather context for point of interest recommendations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Trattner, C.; Oberegger, A.; Marinho, L.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Information Technology & Tourism</i>.  2018.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/s40558-017-0100-9\"\n     onclick=\"log_download('trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018', 'https://doi.org/10.1007/s40558-017-0100-9', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Investigating the utility of the weather context for point of interest recommendations [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s40558-017-0100-9\"\n     onclick=\"log_download('trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018', 'http://doi.org/10.1007/s40558-017-0100-9', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('trattner-oberegger-marinho-parra-investigatingtheutilityoftheweathercontextforpointofinterestrecommendations-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  trattner2018,\n  author\t= &quot;Trattner, Christoph and Oberegger, Alexander and Marinho,\n\t\t  Leandro and Parra, Denis&quot;,\n  title\t\t= &quot;Investigating the utility of the weather context for point\n\t\t  of interest recommendations&quot;,\n  journal\t= &quot;Information Technology {\\&amp;} Tourism&quot;,\n  year\t\t= &quot;2018&quot;,\n  issn\t\t= &quot;1943-4294&quot;,\n  doi\t\t= &quot;10.1007/s40558-017-0100-9&quot;,\n  url\t\t= &quot;https://doi.org/10.1007/s40558-017-0100-9&quot;\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/abs/1810.00663\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018', 'https://arxiv.org/abs/1810.00663', event);\">\n    Translating Navigation Instructions in Natural Language to a High-Level Plan for Behavioral Robot Navigation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Zang, X.; Pokle, A.; Chen, K.; Vazquez, M.; Niebles, J.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Savaresse, S.\n</span>\n\n  \n\n</span>\n\n  In <i>EMNLP</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/abs/1810.00663\"\n     onclick=\"log_download('zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018', 'https://arxiv.org/abs/1810.00663', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Translating Navigation Instructions in Natural Language to a High-Level Plan for Behavioral Robot Navigation [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('zang-pokle-chen-vazquez-niebles-soto-savaresse-translatingnavigationinstructionsinnaturallanguagetoahighlevelplanforbehavioralrobotnavigation-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  xiaoxue:etal:2018,\n  author\t= {X. Zang and Ashwini Pokle and Kevin Chen and M. Vazquez\n\t\t  and JC. Niebles and A. Soto and S. Savaresse},\n  title\t\t= {Translating Navigation Instructions in Natural Language to\n\t\t  a High-Level Plan for Behavioral Robot Navigation},\n  booktitle\t= {EMNLP},\n  year\t\t= {2018},\n  abstract\t= {We propose an end-to-end deep learning model for\n\t\t  translating free-form natural language instructions to a\n\t\t  high-level plan for behavioral robot navigation. We use\n\t\t  attention models to connect information from both the user\n\t\t  instructions and a topological representation of the\n\t\t  environment. We evaluate our model&#x27;s performance on a new\n\t\t  dataset containing 10,050 pairs of navigation instructions.\n\t\t  Our model significantly outperforms baseline approaches.\n\t\t  Furthermore, our results suggest that it is possible to\n\t\t  leverage the environment map as a relevant knowledge base\n\t\t  to facilitate the translation of free-form navigational\n\t\t  instruction.},\n  url\t\t= {https://arxiv.org/abs/1810.00663}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  We propose an end-to-end deep learning model for translating free-form natural language instructions to a high-level plan for behavioral robot navigation. We use attention models to connect information from both the user instructions and a topological representation of the environment. We evaluate our model's performance on a new dataset containing 10,050 pairs of navigation instructions. Our model significantly outperforms baseline approaches. Furthermore, our results suggest that it is possible to leverage the environment map as a relevant knowledge base to facilitate the translation of free-form navigational instruction.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.marynel.net/static/pdfs/zang-HRI18.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018', 'http://www.marynel.net/static/pdfs/zang-HRI18.pdf', event);\">\n    Behavioral Indoor Navigation With Natural Language Directions.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Zang, X.; Vázquez, M.; Niebles, J.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Savarese, S.\n</span>\n\n  \n\n</span>\n\n  In <i>HRI</i>,  2018. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.marynel.net/static/pdfs/zang-HRI18.pdf\"\n     onclick=\"log_download('zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018', 'http://www.marynel.net/static/pdfs/zang-HRI18.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Behavioral Indoor Navigation With Natural Language Directions [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('zang-vzquez-niebles-soto-savarese-behavioralindoornavigationwithnaturallanguagedirections-2018')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  zang:etal:2018,\n  author\t= {X. Zang and M. Vázquez and JC. Niebles and A. Soto and S.\n\t\t  Savarese},\n  title\t\t= {Behavioral Indoor Navigation With Natural Language\n\t\t  Directions},\n  booktitle\t= {{HRI}},\n  year\t\t= {2018},\n  abstract\t= {We describe a behavioral navigation approach that\n\t\t  leverages the rich semantic structure of human environments\n\t\t  to enable robots to navigate without an explicit geometric\n\t\t  representation of the world. Based on this approach, we\n\t\t  then present our efforts to allow robots to follow\n\t\t  navigation instructions in natural language. With our\n\t\t  proof-of-concept implementation, we were able to translate\n\t\t  natural language navigation commands into a sequence of\n\t\t  behaviors that could then be executed by a robot to reach a\n\t\t  desired goal.},\n  url\t\t= {http://www.marynel.net/static/pdfs/zang-HRI18.pdf}\n}\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  We describe a behavioral navigation approach that leverages the rich semantic structure of human environments to enable robots to navigate without an explicit geometric representation of the world. Based on this approach, we then present our efforts to allow robots to follow navigation instructions in natural language. With our proof-of-concept implementation, we were able to translate natural language navigation commands into a sequence of behaviors that could then be executed by a robot to reach a desired goal.\n</div>\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2017\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2017')\"\n      onkeypress=\"toggleGroup('group_2017')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2017</span>\n      <span class=\"bibbase_group_count\">\n        \n        (23)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/pdf/1706.07515.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017', 'https://arxiv.org/pdf/1706.07515.pdf', event);\">\n    Comparing Neural and Attractiveness-based Visual Features for Artwork Recommendation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dominguez, V.; Messina, P.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Mery, D.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Workshop on Deep Learning for Recommender Systems, co-located at RecSys 2017</i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/pdf/1706.07515.pdf\"\n     onclick=\"log_download('dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017', 'https://arxiv.org/pdf/1706.07515.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Comparing Neural and Attractiveness-based Visual Features for Artwork Recommendation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/3125486.3125495\"\n     onclick=\"log_download('dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017', 'http://doi.org/10.1145/3125486.3125495', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  1706.07515,\n  author\t= {Vicente Dominguez and Pablo Messina and Denis Parra and\n\t\t  Domingo Mery and Christoph Trattner and Alvaro Soto},\n  title\t\t= {Comparing Neural and Attractiveness-based Visual Features\n\t\t  for Artwork Recommendation},\n  year\t\t= {2017},\n  eprint\t= {arXiv:1706.07515},\n  url\t\t= {https://arxiv.org/pdf/1706.07515.pdf},\n  doi\t\t= {10.1145/3125486.3125495},\n  booktitle\t= {Proceedings of the Workshop on Deep Learning for\n\t\t  Recommender Systems, co-located at RecSys 2017}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"singh-markovitch-proceedingsofthethirtyfirstaaaiconferenceonartificialintelligencefebruary492017sanfranciscocaliforniausa-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai17contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'singh-markovitch-proceedingsofthethirtyfirstaaaiconferenceonartificialintelligencefebruary492017sanfranciscocaliforniausa-2017', 'http://www.aaai.org/Library/AAAI/aaai17contents.php', event);\">\n    Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, February 4-9, 2017, San Francisco, California, USA.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Singh, S. P.;  and Markovitch, S.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai17contents.php\"\n     onclick=\"log_download('singh-markovitch-proceedingsofthethirtyfirstaaaiconferenceonartificialintelligencefebruary492017sanfranciscocaliforniausa-2017', 'http://www.aaai.org/Library/AAAI/aaai17contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, February 4-9, 2017, San Francisco, California, USA [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/singh-markovitch-proceedingsofthethirtyfirstaaaiconferenceonartificialintelligencefebruary492017sanfranciscocaliforniausa-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('singh-markovitch-proceedingsofthethirtyfirstaaaiconferenceonartificialintelligencefebruary492017sanfranciscocaliforniausa-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2017,\n  editor\t= {Satinder P. Singh and Shaul Markovitch},\n  title\t\t= {Proceedings of the Thirty-First {AAAI} Conference on\n\t\t  Artificial Intelligence, February 4-9, 2017, San Francisco,\n\t\t  California, {USA}},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2017},\n  url\t\t= {http://www.aaai.org/Library/AAAI/aaai17contents.php},\n  timestamp\t= {Mon, 06 Mar 2017 08:17:31 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2017},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalsltloverfiniteandinfinitetraces-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalsltloverfiniteandinfinitetraces-2017', 'http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026', event);\">\n    Non-Deterministic Planning with Temporally Extended Goals: LTL over Finite and Infinite Traces.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; Triantafillou, E.; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>; Baier, J. A.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, February 4-9, 2017, San Francisco, California, USA.</i>, pages 3716–3724,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026\"\n     onclick=\"log_download('camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalsltloverfiniteandinfinitetraces-2017', 'http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Non-Deterministic Planning with Temporally Extended Goals: LTL over Finite and Infinite Traces [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalsltloverfiniteandinfinitetraces-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>31 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalsltloverfiniteandinfinitetraces-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/camachotmbm17,\n  author\t= {Alberto Camacho and Eleni Triantafillou and Christian J.\n\t\t  Muise and Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {Non-Deterministic Planning with Temporally Extended Goals:\n\t\t  {LTL} over Finite and Infinite Traces},\n  booktitle\t= {Proceedings of the Thirty-First {AAAI} Conference on\n\t\t  Artificial Intelligence, February 4-9, 2017, San Francisco,\n\t\t  California, {USA.}},\n  pages\t\t= {3716--3724},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/aaai/2017},\n  url\t\t= {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15026},\n  timestamp\t= {Mon, 06 Mar 2017 08:17:31 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/CamachoTMBM17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-hernndez-baier-gridpathfindingonthe2emphkneighborhoods-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-hernndez-baier-gridpathfindingonthe2emphkneighborhoods-2017', 'http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014', event);\">\n    Grid Pathfinding on the 2\\emphk Neighborhoods.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, February 4-9, 2017, San Francisco, California, USA.</i>, pages 891–897,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014\"\n     onclick=\"log_download('rivera-hernndez-baier-gridpathfindingonthe2emphkneighborhoods-2017', 'http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Grid Pathfinding on the 2\\emphk Neighborhoods [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-hernndez-baier-gridpathfindingonthe2emphkneighborhoods-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-hernndez-baier-gridpathfindingonthe2emphkneighborhoods-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/riverahb17,\n  author\t= {Nicolas Rivera and Carlos Hern{\\&#x27;{a}}ndez and Jorge A.\n\t\t  Baier},\n  title\t\t= {Grid Pathfinding on the 2\\emph{k} Neighborhoods},\n  booktitle\t= {Proceedings of the Thirty-First {AAAI} Conference on\n\t\t  Artificial Intelligence, February 4-9, 2017, San Francisco,\n\t\t  California, {USA.}},\n  pages\t\t= {891--897},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/aaai/2017},\n  url\t\t= {http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/15014},\n  timestamp\t= {Mon, 06 Mar 2017 08:17:31 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/RiveraHB17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"barbulescu-frank-mausam-smith-proceedingsofthetwentyseventhinternationalconferenceonautomatedplanningandschedulingicaps2017pittsburghpennsylvaniausajune18232017-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps17contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'barbulescu-frank-mausam-smith-proceedingsofthetwentyseventhinternationalconferenceonautomatedplanningandschedulingicaps2017pittsburghpennsylvaniausajune18232017-2017', 'http://www.aaai.org/Library/ICAPS/icaps17contents.php', event);\">\n    Proceedings of the Twenty-Seventh International Conference on Automated Planning and Scheduling, ICAPS 2017, Pittsburgh, Pennsylvania, USA, June 18-23, 2017.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Barbulescu, L.; Frank, J.; Mausam;  and Smith, S. F.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps17contents.php\"\n     onclick=\"log_download('barbulescu-frank-mausam-smith-proceedingsofthetwentyseventhinternationalconferenceonautomatedplanningandschedulingicaps2017pittsburghpennsylvaniausajune18232017-2017', 'http://www.aaai.org/Library/ICAPS/icaps17contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Seventh International Conference on Automated Planning and Scheduling, ICAPS 2017, Pittsburgh, Pennsylvania, USA, June 18-23, 2017 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/barbulescu-frank-mausam-smith-proceedingsofthetwentyseventhinternationalconferenceonautomatedplanningandschedulingicaps2017pittsburghpennsylvaniausajune18232017-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('barbulescu-frank-mausam-smith-proceedingsofthetwentyseventhinternationalconferenceonautomatedplanningandschedulingicaps2017pittsburghpennsylvaniausajune18232017-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2017,\n  editor\t= {Laura Barbulescu and Jeremy Frank and Mausam and Stephen\n\t\t  F. Smith},\n  title\t\t= {Proceedings of the Twenty-Seventh International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2017,\n\t\t  Pittsburgh, Pennsylvania, USA, June 18-23, 2017},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2017},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/icaps17contents.php},\n  timestamp\t= {Tue, 26 Sep 2017 07:30:03 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2017},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-improvingmpgaaforextendedvisibilityranges-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-improvingmpgaaforextendedvisibilityranges-2017', 'https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764', event);\">\n    Improving MPGAA* for Extended Visibility Ranges.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Seventh International Conference on Automated Planning and Scheduling, ICAPS 2017, Pittsburgh, Pennsylvania, USA, June 18-23, 2017.</i>, pages 149–153,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764\"\n     onclick=\"log_download('hernndez-baier-improvingmpgaaforextendedvisibilityranges-2017', 'https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Improving MPGAA* for Extended Visibility Ranges [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-improvingmpgaaforextendedvisibilityranges-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-improvingmpgaaforextendedvisibilityranges-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/hernandezb17,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Improving MPGAA* for Extended Visibility Ranges},\n  booktitle\t= {Proceedings of the Twenty-Seventh International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2017,\n\t\t  Pittsburgh, Pennsylvania, USA, June 18-23, 2017.},\n  pages\t\t= {149--153},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/aips/2017},\n  url\t\t= {https://aaai.org/ocs/index.php/ICAPS/ICAPS17/paper/view/15764},\n  timestamp\t= {Tue, 26 Sep 2017 07:30:03 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/HernandezB17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sierra-proceedingsofthetwentysixthinternationaljointconferenceonartificialintelligenceijcai2017melbourneaustraliaaugust19252017-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.ijcai.org/Proceedings/2017/\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sierra-proceedingsofthetwentysixthinternationaljointconferenceonartificialintelligenceijcai2017melbourneaustraliaaugust19252017-2017', 'http://www.ijcai.org/Proceedings/2017/', event);\">\n    Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI 2017, Melbourne, Australia, August 19-25, 2017.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Sierra, C.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n  ijcai.org.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.ijcai.org/Proceedings/2017/\"\n     onclick=\"log_download('sierra-proceedingsofthetwentysixthinternationaljointconferenceonartificialintelligenceijcai2017melbourneaustraliaaugust19252017-2017', 'http://www.ijcai.org/Proceedings/2017/', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI 2017, Melbourne, Australia, August 19-25, 2017 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sierra-proceedingsofthetwentysixthinternationaljointconferenceonartificialintelligenceijcai2017melbourneaustraliaaugust19252017-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sierra-proceedingsofthetwentysixthinternationaljointconferenceonartificialintelligenceijcai2017melbourneaustraliaaugust19252017-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2017,\n  editor\t= {Carles Sierra},\n  title\t\t= {Proceedings of the Twenty-Sixth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2017,\n\t\t  Melbourne, Australia, August 19-25, 2017},\n  publisher\t= {ijcai.org},\n  year\t\t= {2017},\n  url\t\t= {http://www.ijcai.org/Proceedings/2017/},\n  isbn\t\t= {978-0-9992411-0-3},\n  timestamp\t= {Wed, 27 Jun 2018 12:24:11 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2017},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.24963/ijcai.2017/72\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017', 'https://doi.org/10.24963/ijcai.2017/72', event);\">\n    Online Bridged Pruning for Real-Time Search with Arbitrary Lookaheads.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Botea, A.; Baier, J. A.;  and Bulitko, V.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI 2017, Melbourne, Australia, August 19-25, 2017</i>, pages 510–516,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.24963/ijcai.2017/72\"\n     onclick=\"log_download('hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017', 'https://doi.org/10.24963/ijcai.2017/72', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Online Bridged Pruning for Real-Time Search with Arbitrary Lookaheads [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.24963/ijcai.2017/72\"\n     onclick=\"log_download('hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017', 'http://doi.org/10.24963/ijcai.2017/72', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-botea-baier-bulitko-onlinebridgedpruningforrealtimesearchwitharbitrarylookaheads-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/hernandezbbb17,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Adi Botea and Jorge A. Baier\n\t\t  and Vadim Bulitko},\n  title\t\t= {Online Bridged Pruning for Real-Time Search with Arbitrary\n\t\t  Lookaheads},\n  booktitle\t= {Proceedings of the Twenty-Sixth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2017,\n\t\t  Melbourne, Australia, August 19-25, 2017},\n  pages\t\t= {510--516},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/ijcai/2017},\n  url\t\t= {https://doi.org/10.24963/ijcai.2017/72},\n  doi\t\t= {10.24963/ijcai.2017/72},\n  timestamp\t= {Wed, 27 Jun 2018 12:24:11 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/HernandezBBB17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.24963/ijcai.2017/178\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'https://doi.org/10.24963/ijcai.2017/178', event);\">\n    How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Icarte, R. T.; Baier, J. A.; Ruz, C.;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, IJCAI 2017, Melbourne, Australia, August 19-25, 2017</i>, pages 1283–1289,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.24963/ijcai.2017/178\"\n     onclick=\"log_download('icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'https://doi.org/10.24963/ijcai.2017/178', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.24963/ijcai.2017/178\"\n     onclick=\"log_download('icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'http://doi.org/10.24963/ijcai.2017/178', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/icartebrs17,\n  author\t= {Rodrigo Toro Icarte and Jorge A. Baier and Cristian Ruz\n\t\t  and Alvaro Soto},\n  title\t\t= {How a General-Purpose Commonsense Ontology can Improve\n\t\t  Performance of Learning-Based Image Retrieval},\n  booktitle\t= {Proceedings of the Twenty-Sixth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2017,\n\t\t  Melbourne, Australia, August 19-25, 2017},\n  pages\t\t= {1283--1289},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/ijcai/2017},\n  url\t\t= {https://doi.org/10.24963/ijcai.2017/178},\n  doi\t\t= {10.24963/ijcai.2017/178},\n  timestamp\t= {Wed, 27 Jun 2018 12:24:11 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/IcarteBRS17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"fukunaga-kishimoto-proceedingsofthetenthinternationalsymposiumoncombinatorialsearchsocs20171617june2017pittsburghpennsylvaniausa-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs17contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'fukunaga-kishimoto-proceedingsofthetenthinternationalsymposiumoncombinatorialsearchsocs20171617june2017pittsburghpennsylvaniausa-2017', 'http://www.aaai.org/Library/SOCS/socs17contents.php', event);\">\n    Proceedings of the Tenth International Symposium on Combinatorial Search, SOCS 2017, 16-17 June 2017, Pittsburgh, Pennsylvania, USA.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Fukunaga, A.;  and Kishimoto, A.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs17contents.php\"\n     onclick=\"log_download('fukunaga-kishimoto-proceedingsofthetenthinternationalsymposiumoncombinatorialsearchsocs20171617june2017pittsburghpennsylvaniausa-2017', 'http://www.aaai.org/Library/SOCS/socs17contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Tenth International Symposium on Combinatorial Search, SOCS 2017, 16-17 June 2017, Pittsburgh, Pennsylvania, USA [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/fukunaga-kishimoto-proceedingsofthetenthinternationalsymposiumoncombinatorialsearchsocs20171617june2017pittsburghpennsylvaniausa-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('fukunaga-kishimoto-proceedingsofthetenthinternationalsymposiumoncombinatorialsearchsocs20171617june2017pittsburghpennsylvaniausa-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2017,\n  editor\t= {Alex Fukunaga and Akihiro Kishimoto},\n  title\t\t= {Proceedings of the Tenth International Symposium on\n\t\t  Combinatorial Search, {SOCS} 2017, 16-17 June 2017,\n\t\t  Pittsburgh, Pennsylvania, {USA}},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2017},\n  url\t\t= {http://www.aaai.org/Library/SOCS/socs17contents.php},\n  timestamp\t= {Tue, 24 Jul 2018 08:02:34 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2017},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hormazbal-daz-hernndez-baier-fastandalmostoptimalanyanglepathfindingusingthe2mboxkneighborhoods-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hormazbal-daz-hernndez-baier-fastandalmostoptimalanyanglepathfindingusingthe2mboxkneighborhoods-2017', 'https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806', event);\">\n    Fast and Almost Optimal Any-Angle Pathfinding Using the 2\\(^\\mboxk\\) Neighborhoods.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hormazábal, N.; Díaz, A.; Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Tenth International Symposium on Combinatorial Search, SOCS 2017, 16-17 June 2017, Pittsburgh, Pennsylvania, USA.</i>, pages 139–143,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806\"\n     onclick=\"log_download('hormazbal-daz-hernndez-baier-fastandalmostoptimalanyanglepathfindingusingthe2mboxkneighborhoods-2017', 'https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Fast and Almost Optimal Any-Angle Pathfinding Using the 2\\(^\\mboxk\\) Neighborhoods [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hormazbal-daz-hernndez-baier-fastandalmostoptimalanyanglepathfindingusingthe2mboxkneighborhoods-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hormazbal-daz-hernndez-baier-fastandalmostoptimalanyanglepathfindingusingthe2mboxkneighborhoods-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hormazabaldhb17,\n  author\t= {Nicol{\\&#x27;{a}}s Hormaz{\\&#x27;{a}}bal and Antonio D{\\&#x27;{\\i}}az and\n\t\t  Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Fast and Almost Optimal Any-Angle Pathfinding Using the\n\t\t  2\\({}^{\\mbox{k}}\\) Neighborhoods},\n  booktitle\t= {Proceedings of the Tenth International Symposium on\n\t\t  Combinatorial Search, {SOCS} 2017, 16-17 June 2017,\n\t\t  Pittsburgh, Pennsylvania, {USA.}},\n  pages\t\t= {139--143},\n  year\t\t= {2017},\n  crossref\t= {DBLP:conf/socs/2017},\n  url\t\t= {https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15806},\n  timestamp\t= {Tue, 24 Jul 2018 08:02:34 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HormazabalDHB17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://arxiv.org/abs/1705.08844\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'http://arxiv.org/abs/1705.08844', event);\">\n    How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Icarte, R. T.; Baier, J. A.; Ruz, C.;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  <i>CoRR</i>, abs/1705.08844.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://arxiv.org/abs/1705.08844\"\n     onclick=\"log_download('icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'http://arxiv.org/abs/1705.08844', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('icarte-baier-ruz-soto-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/corr/icartebrs17,\n  author\t= {Rodrigo Toro Icarte and Jorge A. Baier and Cristian Ruz\n\t\t  and Alvaro Soto},\n  title\t\t= {How a General-Purpose Commonsense Ontology can Improve\n\t\t  Performance of Learning-Based Image Retrieval},\n  journal\t= {CoRR},\n  volume\t= {abs/1705.08844},\n  year\t\t= {2017},\n  url\t\t= {http://arxiv.org/abs/1705.08844},\n  archiveprefix\t= {arXiv},\n  eprint\t= {1705.08844},\n  timestamp\t= {Mon, 13 Aug 2018 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/corr/IcarteBRS17},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"delrio-parra-kuzmicic-svec-towardsarecommendersystemforundergraduateresearch-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'delrio-parra-kuzmicic-svec-towardsarecommendersystemforundergraduateresearch-2017', 'http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf', event);\">\n    Towards a Recommender System for Undergraduate Research.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  del-Rio , F.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Kuzmicic, J.;  and Svec, E.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Poster Track of the 11th ACM Conference on Recommender Systems (RecSys 2017) </i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf\"\n     onclick=\"log_download('delrio-parra-kuzmicic-svec-towardsarecommendersystemforundergraduateresearch-2017', 'http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Towards a Recommender System for Undergraduate Research [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/delrio-parra-kuzmicic-svec-towardsarecommendersystemforundergraduateresearch-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('delrio-parra-kuzmicic-svec-towardsarecommendersystemforundergraduateresearch-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  del2017towards,\n  title\t\t= {Towards a Recommender System for Undergraduate Research},\n  author\t= {del-Rio, Felipe and Parra, Denis and Kuzmicic, Jovan and\n\t\t  Svec, Erick},\n  journal\t= {arXiv preprint arXiv:1706.06701},\n  year\t\t= {2017},\n  booktitle\t= {Proceedings of the Poster Track of the 11th ACM Conference\n\t\t  on Recommender Systems (RecSys 2017) },\n  url\t\t= {http://ceur-ws.org/Vol-1905/recsys2017_poster8.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"diazmosquera-sanabria-neyem-parra-navon-enrichingcapstoneprojectbasedlearningexperiencesusingacrowdsourcingrecommenderengine-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Enriching capstone project-based learning experiences using a crowdsourcing recommender engine.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Diaz-Mosquera, J. D; Sanabria, P.; Neyem, A.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Navon, J.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 4th International Workshop on CrowdSourcing in Software Engineering</i>, pages 25–29,  2017. IEEE Press\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/diazmosquera-sanabria-neyem-parra-navon-enrichingcapstoneprojectbasedlearningexperiencesusingacrowdsourcingrecommenderengine-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('diazmosquera-sanabria-neyem-parra-navon-enrichingcapstoneprojectbasedlearningexperiencesusingacrowdsourcingrecommenderengine-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  diaz2017enriching,\n  title\t\t= {Enriching capstone project-based learning experiences\n\t\t  using a crowdsourcing recommender engine},\n  author\t= {Diaz-Mosquera, Juan D and Sanabria, Pablo and Neyem,\n\t\t  Andres and Parra, Denis and Navon, Jaime},\n  booktitle\t= {Proceedings of the 4th International Workshop on\n\t\t  CrowdSourcing in Software Engineering},\n  pages\t\t= {25--29},\n  year\t\t= {2017},\n  organization\t= {IEEE Press}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/pdf/1706.07515.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017', 'https://arxiv.org/pdf/1706.07515.pdf', event);\">\n    Comparing Neural and Attractiveness-based Visual Features for Artwork Recommendation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dominguez, V.; Messina, P.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Mery, D.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Workshop on Deep Learning for Recommender Systems, co-located at RecSys 2017</i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/pdf/1706.07515.pdf\"\n     onclick=\"log_download('dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017', 'https://arxiv.org/pdf/1706.07515.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Comparing Neural and Attractiveness-based Visual Features for Artwork Recommendation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dominguez-messina-parra-mery-trattner-soto-comparingneuralandattractivenessbasedvisualfeaturesforartworkrecommendation-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dominguez:etal:2017,\n  author\t= {V. Dominguez and P. Messina and D. Parra and D. Mery and\n\t\t  C. Trattner and A. Soto},\n  title\t\t= {Comparing Neural and Attractiveness-based Visual Features\n\t\t  for Artwork Recommendation},\n  year\t\t= {2017},\n  url\t\t= {https://arxiv.org/pdf/1706.07515.pdf},\n  booktitle\t= {Workshop on Deep Learning for Recommender Systems,\n\t\t  co-located at RecSys 2017}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.sciencedirect.com/science/article/pii/S0262885616301949\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017', 'http://www.sciencedirect.com/science/article/pii/S0262885616301949', event);\">\n    Sparse composition of body poses and atomic actions for human activity recognition in RGB-D videos.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lillo, I.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Image and Vision Computing</i>, 59(March): 63-75.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.sciencedirect.com/science/article/pii/S0262885616301949\"\n     onclick=\"log_download('lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017', 'http://www.sciencedirect.com/science/article/pii/S0262885616301949', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Sparse composition of body poses and atomic actions for human activity recognition in RGB-D videos [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lillo-niebles-soto-sparsecompositionofbodyposesandatomicactionsforhumanactivityrecognitioninrgbdvideos-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lillo:etal:2017,\n  author\t= {I. Lillo and JC. Niebles and A. Soto},\n  title\t\t= {Sparse composition of body poses and atomic actions for\n\t\t  human activity recognition in RGB-D videos},\n  journal\t= {Image and Vision Computing},\n  volume\t= {59},\n  number\t= {March},\n  pages\t\t= {63-75},\n  year\t\t= {2017},\n  abstract\t= {This paper presents an approach to recognize human\n\t\t  activities using body poses estimated from RGB-D data. We\n\t\t  focus on recognizing complex activities composed of\n\t\t  sequential or simultaneous atomic actions characterized by\n\t\t  body motions of a single actor. We tackle this problem by\n\t\t  introducing a hierarchical compositional model that\n\t\t  operates at three levels of abstraction. At the lowest\n\t\t  level, geometric and motion descriptors are used to learn a\n\t\t  dictionary of body poses. At the intermediate level, sparse\n\t\t  compositions of these body poses are used to obtain\n\t\t  meaningful representations for atomic human actions.\n\t\t  Finally, at the highest level, spatial and temporal\n\t\t  compositions of these atomic actions are used to represent\n\t\t  complex human activities. Our results show the benefits of\n\t\t  using a hierarchical model that exploits the sharing and\n\t\t  composition of body poses into atomic actions, and atomic\n\t\t  actions into activities. A quantitative evaluation using\n\t\t  two benchmark datasets illustrates the advantages of our\n\t\t  model to perform action and activity recognition.},\n  url\t\t= {http://www.sciencedirect.com/science/article/pii/S0262885616301949}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This paper presents an approach to recognize human activities using body poses estimated from RGB-D data. We focus on recognizing complex activities composed of sequential or simultaneous atomic actions characterized by body motions of a single actor. We tackle this problem by introducing a hierarchical compositional model that operates at three levels of abstraction. At the lowest level, geometric and motion descriptors are used to learn a dictionary of body poses. At the intermediate level, sparse compositions of these body poses are used to obtain meaningful representations for atomic human actions. Finally, at the highest level, spatial and temporal compositions of these atomic actions are used to represent complex human activities. Our results show the benefits of using a hierarchical model that exploits the sharing and composition of body poses into atomic actions, and atomic actions into activities. A quantitative evaluation using two benchmark datasets illustrates the advantages of our model to perform action and activity recognition.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1140/epjds/s13688-017-0122-8\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017', 'https://doi.org/10.1140/epjds/s13688-017-0122-8', event);\">\n    Gaining historical and international relations insights from social media: spatio-temporal real-world news analysis using Twitter.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Pena-Araya, V.; Quezada, M.; Poblete, B.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  <i>EPJ Data Science</i>.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1140/epjds/s13688-017-0122-8\"\n     onclick=\"log_download('penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017', 'https://doi.org/10.1140/epjds/s13688-017-0122-8', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Gaining historical and international relations insights from social media: spatio-temporal real-world news analysis using Twitter [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1140/epjds/s13688-017-0122-8\"\n     onclick=\"log_download('penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017', 'http://doi.org/10.1140/epjds/s13688-017-0122-8', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('penaaraya-quezada-poblete-parra-gaininghistoricalandinternationalrelationsinsightsfromsocialmediaspatiotemporalrealworldnewsanalysisusingtwitter-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  pena-araya2017,\n  author\t= {Pena-Araya, Vanessa and Quezada, Mauricio and Poblete,\n\t\t  Barbara and Parra, Denis},\n  title\t\t= {Gaining historical and international relations insights\n\t\t  from social media: spatio-temporal real-world news analysis\n\t\t  using Twitter},\n  journal\t= {EPJ Data Science},\n  year\t\t= {2017},\n  issn\t\t= {2193-1127},\n  doi\t\t= {10.1140/epjds/s13688-017-0122-8},\n  url\t\t= {https://doi.org/10.1140/epjds/s13688-017-0122-8}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017', 'http://saturno.ing.puc.cl/media/papers_alvaro/', event);\">\n    Unsupervised Local Regressive Attributes for Pedestrian Re-Identification.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.; Caro, L.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>CIARP</i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/\"\n     onclick=\"log_download('peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017', 'http://saturno.ing.puc.cl/media/papers_alvaro/', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Unsupervised Local Regressive Attributes for Pedestrian Re-Identification [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-caro-soto-unsupervisedlocalregressiveattributesforpedestrianreidentification-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  peralta:etal:2017,\n  author\t= {B. Peralta and L. Caro and A. Soto},\n  title\t\t= {Unsupervised Local Regressive Attributes for Pedestrian\n\t\t  Re-Identification},\n  booktitle\t= {{CIARP}},\n  year\t\t= {2017},\n  abstract\t= {.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  .\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1093/bioinformatics/btw702\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017', 'https://doi.org/10.1093/bioinformatics/btw702', event);\">\n    GENIUS: web server to predict local gene networks and key genes for biological functions.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Puelma, T.; Araus, V.; Canales, J.; Vidal, E.; Cabello, J.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Gutierrez, R.\n</span>\n\n  \n\n</span>\n\n  <i>Bioinformatics</i>.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1093/bioinformatics/btw702\"\n     onclick=\"log_download('puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017', 'https://doi.org/10.1093/bioinformatics/btw702', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"GENIUS: web server to predict local gene networks and key genes for biological functions [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('puelma-araus-canales-vidal-cabello-soto-gutierrez-geniuswebservertopredictlocalgenenetworksandkeygenesforbiologicalfunctions-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  puelma:etal:2017,\n  author\t= {T. Puelma and V. Araus and J. Canales and E. Vidal and J.\n\t\t  Cabello and A. Soto and R. Gutierrez},\n  title\t\t= {GENIUS: web server to predict local gene networks and key\n\t\t  genes for biological functions},\n  journal\t= {Bioinformatics},\n  year\t\t= {2017},\n  abstract\t= {GENIUS is a user-friendly web server that uses a novel\n\t\t  machine learning algorithm to infer functional gene\n\t\t  networks focused on specific genes and experimental\n\t\t  conditions that are relevant to biological functions of\n\t\t  interest. These functions may have different levels of\n\t\t  complexity, from specific biological processes to complex\n\t\t  traits that involve several interacting processes. GENIUS\n\t\t  also enriches the network with new genes related to the\n\t\t  biological function of interest, with accuracies comparable\n\t\t  to highly discriminative Support Vector Machine methods},\n  url\t\t= {https://doi.org/10.1093/bioinformatics/btw702}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  GENIUS is a user-friendly web server that uses a novel machine learning algorithm to infer functional gene networks focused on specific genes and experimental conditions that are relevant to biological functions of interest. These functions may have different levels of complexity, from specific biological processes to complex traits that involve several interacting processes. GENIUS also enriches the network with new genes related to the biological function of interest, with accuracies comparable to highly discriminative Support Vector Machine methods\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017', 'http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf', event);\">\n    pyRecLab: A Software Library for Quick Prototyping of Recommender Systems.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Sepulveda, G.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Poster Track of the 11th ACM Conference on Recommender Systems (RecSys 2017) </i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf\"\n     onclick=\"log_download('sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017', 'http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"pyRecLab: A Software Library for Quick Prototyping of Recommender Systems [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sepulveda-parra-pyreclabasoftwarelibraryforquickprototypingofrecommendersystems-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  sepulveda2017pyreclab,\n  title\t\t= {pyRecLab: A Software Library for Quick Prototyping of\n\t\t  Recommender Systems},\n  author\t= {Sepulveda, Gabriel and Parra, Denis},\n  journal\t= {arXiv preprint arXiv:1706.06291},\n  year\t\t= {2017},\n  booktitle\t= {Proceedings of the Poster Track of the 11th ACM Conference\n\t\t  on Recommender Systems (RecSys 2017) },\n  url\t\t= {http://ceur-ws.org/Vol-1905/recsys2017_poster23.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://arxiv.org/abs/1705.08844\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'https://arxiv.org/abs/1705.08844', event);\">\n    How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  R. Toro, J. B.;  and C. Ruz, A. S.\n</span>\n\n  \n\n</span>\n\n  In <i>IJCAI</i>,  2017. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://arxiv.org/abs/1705.08844\"\n     onclick=\"log_download('rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017', 'https://arxiv.org/abs/1705.08844', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rtoro-cruz-howageneralpurposecommonsenseontologycanimproveperformanceoflearningbasedimageretrieval-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  toro:etal:2017,\n  author\t= {R. Toro, J. Baier, C. Ruz, A. Soto},\n  title\t\t= {How a General-Purpose Commonsense Ontology can Improve\n\t\t  Performance of Learning-Based Image Retrieval},\n  booktitle\t= {{IJCAI}},\n  year\t\t= {2017},\n  abstract\t= {The knowledge representation community has built\n\t\t  general-purpose ontologies which contain large amounts of\n\t\t  commonsense knowledge over relevant aspects of the world,\n\t\t  including useful visual information, e.g.: &quot;a ball is used\n\t\t  by a football player&quot;, &quot;a tennis player is located at a\n\t\t  tennis court&quot;. Current state-of-the-art approaches for\n\t\t  visual recognition do not exploit these rule-based\n\t\t  knowledge sources. Instead, they learn recognition models\n\t\t  directly from training examples. In this paper, we study\n\t\t  how general-purpose ontologies---specifically, MIT&#x27;s\n\t\t  ConceptNet ontology---can improve the performance of\n\t\t  state-of-the-art vision systems. As a testbed, we tackle\n\t\t  the problem of sentence-based image retrieval. Our\n\t\t  retrieval approach incorporates knowledge from ConceptNet\n\t\t  on top of a large pool of object detectors derived from a\n\t\t  deep learning technique. In our experiments, we show that\n\t\t  ConceptNet can improve performance on a common benchmark\n\t\t  dataset. Key to our performance is the use of the ESPGAME\n\t\t  dataset to select visually relevant relations from\n\t\t  ConceptNet. Consequently, a main conclusion of this work is\n\t\t  that general-purpose commonsense ontologies improve\n\t\t  performance on visual reasoning tasks when properly\n\t\t  filtered to select meaningful visual relations. },\n  url\t\t= {https://arxiv.org/abs/1705.08844}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  The knowledge representation community has built general-purpose ontologies which contain large amounts of commonsense knowledge over relevant aspects of the world, including useful visual information, e.g.: \"a ball is used by a football player\", \"a tennis player is located at a tennis court\". Current state-of-the-art approaches for visual recognition do not exploit these rule-based knowledge sources. Instead, they learn recognition models directly from training examples. In this paper, we study how general-purpose ontologies—specifically, MIT's ConceptNet ontology—can improve the performance of state-of-the-art vision systems. As a testbed, we tackle the problem of sentence-based image retrieval. Our retrieval approach incorporates knowledge from ConceptNet on top of a large pool of object detectors derived from a deep learning technique. In our experiments, we show that ConceptNet can improve performance on a common benchmark dataset. Key to our performance is the use of the ESPGAME dataset to select visually relevant relations from ConceptNet. Consequently, a main conclusion of this work is that general-purpose commonsense ontologies improve performance on visual reasoning tasks when properly filtered to select meaningful visual relations. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1371/journal.pone.0179144\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017', 'https://doi.org/10.1371/journal.pone.0179144', event);\">\n    Monitoring obesity prevalence in the United States through bookmarking activities in online food portals.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Trattner, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Elsweiler, D.\n</span>\n\n  \n\n</span>\n\n  <i>PloS one</i>, 12(6): e0179144.  2017.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1371/journal.pone.0179144\"\n     onclick=\"log_download('trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017', 'https://doi.org/10.1371/journal.pone.0179144', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Monitoring obesity prevalence in the United States through bookmarking activities in online food portals [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('trattner-parra-elsweiler-monitoringobesityprevalenceintheunitedstatesthroughbookmarkingactivitiesinonlinefoodportals-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  trattner2017monitoring,\n  title\t\t= {Monitoring obesity prevalence in the United States through\n\t\t  bookmarking activities in online food portals},\n  author\t= {Trattner, Christoph and Parra, Denis and Elsweiler,\n\t\t  David},\n  journal\t= {PloS one},\n  volume\t= {12},\n  number\t= {6},\n  pages\t\t= {e0179144},\n  year\t\t= {2017},\n  publisher\t= {Public Library of Science},\n  url\t\t= {https://doi.org/10.1371/journal.pone.0179144}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"verbert-brusilovsky-wongchokprasitti-parra-cardoso-supportingconferenceattendeeswithvisualdecisionmakinginterfaces-2017\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Supporting Conference Attendees with Visual Decision Making Interfaces.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Verbert, K.; Brusilovsky, P.; Wongchokprasitti, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Cardoso, B.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 22nd International Conference on Intelligent User Interfaces Companion</i>, pages 161–164,  2017. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/verbert-brusilovsky-wongchokprasitti-parra-cardoso-supportingconferenceattendeeswithvisualdecisionmakinginterfaces-2017\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('verbert-brusilovsky-wongchokprasitti-parra-cardoso-supportingconferenceattendeeswithvisualdecisionmakinginterfaces-2017')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  verbert2017supporting,\n  title\t\t= {Supporting Conference Attendees with Visual Decision\n\t\t  Making Interfaces},\n  author\t= {Verbert, Katrien and Brusilovsky, Peter and\n\t\t  Wongchokprasitti, Chirayu and Parra, Denis and Cardoso,\n\t\t  Bruno},\n  booktitle\t= {Proceedings of the 22nd International Conference on\n\t\t  Intelligent User Interfaces Companion},\n  pages\t\t= {161--164},\n  year\t\t= {2017},\n  organization\t= {ACM}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2016\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2016')\"\n      onkeypress=\"toggleGroup('group_2016')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2016</span>\n      <span class=\"bibbase_group_count\">\n        \n        (17)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016', 'http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf', event);\">\n    Action Recognition in Video Using Sparse Coding and Relative Features.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Alfaro, A.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>CVPR</i>,  2016. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf\"\n     onclick=\"log_download('alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016', 'http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Action Recognition in Video Using Sparse Coding and Relative Features [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('alfaro-mery-soto-actionrecognitioninvideousingsparsecodingandrelativefeatures-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  anali:etal:2016,\n  author\t= {A. Alfaro and D. Mery and A. Soto},\n  title\t\t= {Action Recognition in Video Using Sparse Coding and\n\t\t  Relative Features},\n  booktitle\t= {{CVPR}},\n  year\t\t= {2016},\n  abstract\t= {This work presents an approach to category-based action\n\t\t  recognition in video using sparse coding techniques. The\n\t\t  proposed approach includes two main contributions: i) A new\n\t\t  method to handle intra-class variations by decomposing each\n\t\t  video into a reduced set of representative atomic action\n\t\t  acts or key-sequences, and ii) A new video descriptor,\n\t\t  ITRA: Inter-Temporal Relational Act Descriptor, that\n\t\t  exploits the power of comparative reasoning to capture\n\t\t  relative similarity relations among key-sequences. In terms\n\t\t  of the method to obtain key-sequences, we introduce a loss\n\t\t  function that, for each video, leads to the identification\n\t\t  of a sparse set of representative key-frames capturing\n\t\t  both, relevant particularities arising in the input video,\n\t\t  as well as relevant generalities arising in the complete\n\t\t  class collection. In terms of the method to obtain the ITRA\n\t\t  descriptor, we introduce a novel scheme to quantify\n\t\t  relative intra and inter-class similarities among local\n\t\t  temporal patterns arising in the videos. The resulting ITRA\n\t\t  descriptor demonstrates to be highly effective to\n\t\t  discriminate among action categories. As a result, the\n\t\t  proposed approach reaches remarkable action recognition\n\t\t  performance on several popular benchmark datasets,\n\t\t  outperforming alternative state-of-the-art techniques by a\n\t\t  large margin.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersion-Anali-CVPR-2016.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This work presents an approach to category-based action recognition in video using sparse coding techniques. The proposed approach includes two main contributions: i) A new method to handle intra-class variations by decomposing each video into a reduced set of representative atomic action acts or key-sequences, and ii) A new video descriptor, ITRA: Inter-Temporal Relational Act Descriptor, that exploits the power of comparative reasoning to capture relative similarity relations among key-sequences. In terms of the method to obtain key-sequences, we introduce a loss function that, for each video, leads to the identification of a sparse set of representative key-frames capturing both, relevant particularities arising in the input video, as well as relevant generalities arising in the complete class collection. In terms of the method to obtain the ITRA descriptor, we introduce a novel scheme to quantify relative intra and inter-class similarities among local temporal patterns arising in the videos. The resulting ITRA descriptor demonstrates to be highly effective to discriminate among action categories. As a result, the proposed approach reaches remarkable action recognition performance on several popular benchmark datasets, outperforming alternative state-of-the-art techniques by a large margin.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"kambhampati-proceedingsofthetwentyfifthinternationaljointconferenceonartificialintelligenceijcai2016newyorknyusa915july2016-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.ijcai.org/Proceedings/2016\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'kambhampati-proceedingsofthetwentyfifthinternationaljointconferenceonartificialintelligenceijcai2016newyorknyusa915july2016-2016', 'http://www.ijcai.org/Proceedings/2016', event);\">\n    Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI 2016, New York, NY, USA, 9-15 July 2016.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Kambhampati, S.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n  IJCAI/AAAI Press.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.ijcai.org/Proceedings/2016\"\n     onclick=\"log_download('kambhampati-proceedingsofthetwentyfifthinternationaljointconferenceonartificialintelligenceijcai2016newyorknyusa915july2016-2016', 'http://www.ijcai.org/Proceedings/2016', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI 2016, New York, NY, USA, 9-15 July 2016 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/kambhampati-proceedingsofthetwentyfifthinternationaljointconferenceonartificialintelligenceijcai2016newyorknyusa915july2016-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('kambhampati-proceedingsofthetwentyfifthinternationaljointconferenceonartificialintelligenceijcai2016newyorknyusa915july2016-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2016,\n  editor\t= {Subbarao Kambhampati},\n  title\t\t= {Proceedings of the Twenty-Fifth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2016, New\n\t\t  York, NY, USA, 9-15 July 2016},\n  publisher\t= {{IJCAI/AAAI} Press},\n  year\t\t= {2016},\n  url\t\t= {http://www.ijcai.org/Proceedings/2016},\n  isbn\t\t= {978-1-57735-770-4},\n  timestamp\t= {Fri, 15 Jul 2016 15:25:58 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2016},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bartk-mccluskey-pontelli-proceedingsoftheworkshoponknowledgebasedtechniquesforproblemsolvingandreasoningcolocatedwith25thinternationaljointconferenceonartificialintelligenceijcai2016newyorkcityusajuly102016-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-1648\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bartk-mccluskey-pontelli-proceedingsoftheworkshoponknowledgebasedtechniquesforproblemsolvingandreasoningcolocatedwith25thinternationaljointconferenceonartificialintelligenceijcai2016newyorkcityusajuly102016-2016', 'http://ceur-ws.org/Vol-1648', event);\">\n    Proceedings of the Workshop on Knowledge-based Techniques for Problem Solving and Reasoning co-located with 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), New York City, USA, July 10, 2016.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Barták, R.; McCluskey, T. L.;  and Pontelli, E.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  Volume 1648, of CEUR Workshop Proceedings.CEUR-WS.org.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-1648\"\n     onclick=\"log_download('bartk-mccluskey-pontelli-proceedingsoftheworkshoponknowledgebasedtechniquesforproblemsolvingandreasoningcolocatedwith25thinternationaljointconferenceonartificialintelligenceijcai2016newyorkcityusajuly102016-2016', 'http://ceur-ws.org/Vol-1648', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Workshop on Knowledge-based Techniques for Problem Solving and Reasoning co-located with 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), New York City, USA, July 10, 2016 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bartk-mccluskey-pontelli-proceedingsoftheworkshoponknowledgebasedtechniquesforproblemsolvingandreasoningcolocatedwith25thinternationaljointconferenceonartificialintelligenceijcai2016newyorkcityusajuly102016-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bartk-mccluskey-pontelli-proceedingsoftheworkshoponknowledgebasedtechniquesforproblemsolvingandreasoningcolocatedwith25thinternationaljointconferenceonartificialintelligenceijcai2016newyorkcityusajuly102016-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2016knowpros,\n  editor\t= {Roman Bart{\\&#x27;{a}}k and Thomas Leo McCluskey and Enrico\n\t\t  Pontelli},\n  title\t\t= {Proceedings of the Workshop on Knowledge-based Techniques\n\t\t  for Problem Solving and Reasoning co-located with 25th\n\t\t  International Joint Conference on Artificial Intelligence\n\t\t  {(IJCAI} 2016), New York City, USA, July 10, 2016},\n  series\t= {{CEUR} Workshop Proceedings},\n  volume\t= {1648},\n  publisher\t= {CEUR-WS.org},\n  year\t\t= {2016},\n  url\t\t= {http://ceur-ws.org/Vol-1648},\n  urn\t\t= {urn:nbn:de:0074-1648-1},\n  timestamp\t= {Fri, 05 Aug 2016 13:04:57 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2016knowpros},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"arenas-baier-navarro-sardia-incompletecausallawsinthesituationcalculususingfreefluents-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.ijcai.org/Abstract/16/133\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'arenas-baier-navarro-sardia-incompletecausallawsinthesituationcalculususingfreefluents-2016', 'http://www.ijcai.org/Abstract/16/133', event);\">\n    Incomplete Causal Laws in the Situation Calculus Using Free Fluents.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Arenas, M.; Baier, J. A.; Navarro, J. S.;  and Sardiña, S.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI 2016, New York, NY, USA, 9-15 July 2016</i>, pages 907–914,  2016. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.ijcai.org/Abstract/16/133\"\n     onclick=\"log_download('arenas-baier-navarro-sardia-incompletecausallawsinthesituationcalculususingfreefluents-2016', 'http://www.ijcai.org/Abstract/16/133', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Incomplete Causal Laws in the Situation Calculus Using Free Fluents [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/arenas-baier-navarro-sardia-incompletecausallawsinthesituationcalculususingfreefluents-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('arenas-baier-navarro-sardia-incompletecausallawsinthesituationcalculususingfreefluents-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/arenasbns16,\n  author\t= {Marcelo Arenas and Jorge A. Baier and Juan S. Navarro and\n\t\t  Sebastian Sardi{\\~{n}}a},\n  title\t\t= {Incomplete Causal Laws in the Situation Calculus Using\n\t\t  Free Fluents},\n  booktitle\t= {Proceedings of the Twenty-Fifth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2016, New\n\t\t  York, NY, USA, 9-15 July 2016},\n  pages\t\t= {907--914},\n  year\t\t= {2016},\n  crossref\t= {DBLP:conf/ijcai/2016},\n  url\t\t= {http://www.ijcai.org/Abstract/16/133},\n  timestamp\t= {Fri, 15 Jul 2016 15:25:58 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/ArenasBNS16},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"calvo-baier-assumptionbasedplanningwithsensingviacontingentplanning-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-1648/paper7.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'calvo-baier-assumptionbasedplanningwithsensingviacontingentplanning-2016', 'http://ceur-ws.org/Vol-1648/paper7.pdf', event);\">\n    Assumption-Based Planning with Sensing via Contingent Planning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Calvo, P.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Workshop on Knowledge-based Techniques for Problem Solving and Reasoning co-located with 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), New York City, USA, July 10, 2016.</i>,  2016. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-1648/paper7.pdf\"\n     onclick=\"log_download('calvo-baier-assumptionbasedplanningwithsensingviacontingentplanning-2016', 'http://ceur-ws.org/Vol-1648/paper7.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Assumption-Based Planning with Sensing via Contingent Planning [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/calvo-baier-assumptionbasedplanningwithsensingviacontingentplanning-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('calvo-baier-assumptionbasedplanningwithsensingviacontingentplanning-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/calvob16,\n  author\t= {Pamela Calvo and Jorge A. Baier},\n  title\t\t= {Assumption-Based Planning with Sensing via Contingent\n\t\t  Planning},\n  booktitle\t= {Proceedings of the Workshop on Knowledge-based Techniques\n\t\t  for Problem Solving and Reasoning co-located with 25th\n\t\t  International Joint Conference on Artificial Intelligence\n\t\t  {(IJCAI} 2016), New York City, USA, July 10, 2016.},\n  year\t\t= {2016},\n  crossref\t= {DBLP:conf/ijcai/2016knowpros},\n  url\t\t= {http://ceur-ws.org/Vol-1648/paper7.pdf},\n  timestamp\t= {Fri, 05 Aug 2016 13:04:57 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/CalvoB16},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalscompletingthestoryforfiniteandinfiniteltlamendedversion-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ceur-ws.org/Vol-1648/paper10.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalscompletingthestoryforfiniteandinfiniteltlamendedversion-2016', 'http://ceur-ws.org/Vol-1648/paper10.pdf', event);\">\n    Non-Deterministic Planning with Temporally Extended Goals: Completing the Story for Finite and Infinite LTL (Amended Version).\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.albertocamacho.com/\">Camacho, A.</a>; Triantafillou, E.; <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>; Baier, J. A.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Workshop on Knowledge-based Techniques for Problem Solving and Reasoning co-located with 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), New York City, USA, July 10, 2016.</i>,  2016. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ceur-ws.org/Vol-1648/paper10.pdf\"\n     onclick=\"log_download('camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalscompletingthestoryforfiniteandinfiniteltlamendedversion-2016', 'http://ceur-ws.org/Vol-1648/paper10.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Non-Deterministic Planning with Temporally Extended Goals: Completing the Story for Finite and Infinite LTL (Amended Version) [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalscompletingthestoryforfiniteandinfiniteltlamendedversion-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('camacho-triantafillou-muise-baier-mcilraith-nondeterministicplanningwithtemporallyextendedgoalscompletingthestoryforfiniteandinfiniteltlamendedversion-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/camachotmbm16,\n  author\t= {Alberto Camacho and Eleni Triantafillou and Christian J.\n\t\t  Muise and Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {Non-Deterministic Planning with Temporally Extended Goals:\n\t\t  Completing the Story for Finite and Infinite {LTL} (Amended\n\t\t  Version)},\n  booktitle\t= {Proceedings of the Workshop on Knowledge-based Techniques\n\t\t  for Problem Solving and Reasoning co-located with 25th\n\t\t  International Joint Conference on Artificial Intelligence\n\t\t  {(IJCAI} 2016), New York City, USA, July 10, 2016.},\n  year\t\t= {2016},\n  crossref\t= {DBLP:conf/ijcai/2016knowpros},\n  url\t\t= {http://ceur-ws.org/Vol-1648/paper10.pdf},\n  timestamp\t= {Fri, 05 Aug 2016 13:04:57 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/CamachoTMBM16},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-botea-proceedingsoftheninthannualsymposiumoncombinatorialsearchsocs2016tarrytownnyusajuly682016-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs16contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-botea-proceedingsoftheninthannualsymposiumoncombinatorialsearchsocs2016tarrytownnyusajuly682016-2016', 'http://www.aaai.org/Library/SOCS/socs16contents.php', event);\">\n    Proceedings of the Ninth Annual Symposium on Combinatorial Search, SOCS 2016, Tarrytown, NY, USA, July 6-8, 2016.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baier, J. A.;  and Botea, A.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs16contents.php\"\n     onclick=\"log_download('baier-botea-proceedingsoftheninthannualsymposiumoncombinatorialsearchsocs2016tarrytownnyusajuly682016-2016', 'http://www.aaai.org/Library/SOCS/socs16contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Ninth Annual Symposium on Combinatorial Search, SOCS 2016, Tarrytown, NY, USA, July 6-8, 2016 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-botea-proceedingsoftheninthannualsymposiumoncombinatorialsearchsocs2016tarrytownnyusajuly682016-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-botea-proceedingsoftheninthannualsymposiumoncombinatorialsearchsocs2016tarrytownnyusajuly682016-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2016,\n  editor\t= {Jorge A. Baier and Adi Botea},\n  title\t\t= {Proceedings of the Ninth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2016, Tarrytown, NY, USA, July 6-8, 2016},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2016},\n  url\t\t= {http://www.aaai.org/Library/SOCS/socs16contents.php},\n  isbn\t\t= {978-1-57735-769-8},\n  timestamp\t= {Fri, 12 Aug 2016 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2016},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ibanez-ruz-henrio-bustosjimnez-reconfigurableapplicationsusinggcmscript-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Reconfigurable Applications Using GCMScript.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ibanez, M.; Ruz, C.; Henrio, L.;  and Bustos-Jiménez, J.\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Cloud Computing</i>, 3(3): 30–39.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ibanez-ruz-henrio-bustosjimnez-reconfigurableapplicationsusinggcmscript-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ibanez-ruz-henrio-bustosjimnez-reconfigurableapplicationsusinggcmscript-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/cloudcomp/ibanezrhb16,\n  author\t= {Matias Ibanez and Cristian Ruz and Ludovic Henrio and\n\t\t  Javier Bustos{-}Jim{\\&#x27;{e}}nez},\n  title\t\t= {Reconfigurable Applications Using GCMScript},\n  journal\t= {{IEEE} Cloud Computing},\n  volume\t= {3},\n  number\t= {3},\n  pages\t\t= {30--39},\n  year\t\t= {2016}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1613/jair.5073\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016', 'https://doi.org/10.1613/jair.5073', event);\">\n    Time-Bounded Best-First Search for Reversible and Non-reversible Search Graphs.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Baier, J. A.;  and Asín, R.\n</span>\n\n  \n\n</span>\n\n  <i>J. Artif. Intell. Res.</i>, 56: 547–571.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1613/jair.5073\"\n     onclick=\"log_download('hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016', 'https://doi.org/10.1613/jair.5073', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Time-Bounded Best-First Search for Reversible and Non-reversible Search Graphs [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1613/jair.5073\"\n     onclick=\"log_download('hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016', 'http://doi.org/10.1613/jair.5073', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-asn-timeboundedbestfirstsearchforreversibleandnonreversiblesearchgraphs-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/jair/hernandezba16,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier and Roberto\n\t\t  As{\\&#x27;{\\i}}n},\n  title\t\t= {Time-Bounded Best-First Search for Reversible and\n\t\t  Non-reversible Search Graphs},\n  journal\t= {J. Artif. Intell. Res.},\n  volume\t= {56},\n  pages\t\t= {547--571},\n  year\t\t= {2016},\n  url\t\t= {https://doi.org/10.1613/jair.5073},\n  doi\t\t= {10.1613/jair.5073},\n  timestamp\t= {Wed, 21 Jun 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/jair/HernandezBA16},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.nd.edu/~cwang11/research/iv16-igraph.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016', 'http://www.nd.edu/~cwang11/research/iv16-igraph.pdf', event);\">\n    Visualization and Recommendation of Large Image and Text Collections Toward Effective Sensemaking.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Gu, Y.; Wang, C.; Ma, J.; Nemiroff, R. J.; Kao, D. L.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Information Visualization</i>.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.nd.edu/~cwang11/research/iv16-igraph.pdf\"\n     onclick=\"log_download('gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016', 'http://www.nd.edu/~cwang11/research/iv16-igraph.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Visualization and Recommendation of Large Image and Text Collections Toward Effective Sensemaking [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1177/1473871616630778\"\n     onclick=\"log_download('gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016', 'http://doi.org/10.1177/1473871616630778', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('gu-wang-ma-nemiroff-kao-parra-visualizationandrecommendationoflargeimageandtextcollectionstowardeffectivesensemaking-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  gu2016,\n  author\t= {Yi Gu and Chaoli Wang and Jun Ma and Robert J. Nemiroff\n\t\t  and David L. Kao and Denis Parra},\n  journal\t= {Information Visualization},\n  keywords\t= {Graph models, Visualization, Recommender Systems},\n  title\t\t= {Visualization and Recommendation of Large Image and Text\n\t\t  Collections Toward Effective Sensemaking},\n  publisher\t= {SAGE Publications},\n  year\t\t= {2016},\n  doi\t\t= {10.1177/1473871616630778},\n  url\t\t= {http://www.nd.edu/~cwang11/research/iv16-igraph.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016', 'http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf', event);\">\n    Interactive recommender systems: a survey of the state of the art and future research challenges and opportunities.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  He, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Verbert, K.\n</span>\n\n  \n\n</span>\n\n  <i>Expert Systems with Applications</i>.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf\"\n     onclick=\"log_download('he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016', 'http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Interactive recommender systems: a survey of the state of the art and future research challenges and opportunities [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.eswa.2016.02.013\"\n     onclick=\"log_download('he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016', 'http://doi.org/10.1016/j.eswa.2016.02.013', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('he-parra-verbert-interactiverecommendersystemsasurveyofthestateoftheartandfutureresearchchallengesandopportunities-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  he2016survey,\n  title\t\t= {Interactive recommender systems: a survey of the state of\n\t\t  the art and future research challenges and opportunities},\n  author\t= {He, Chen and Parra, Denis and Verbert, Katrien},\n  journal\t= {Expert Systems with Applications},\n  doi\t\t= {10.1016/j.eswa.2016.02.013},\n  year\t\t= {2016},\n  publisher\t= {Elsevier},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/pre-print_ESWA_He_Parra_Verbert_2016.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016', 'http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf', event);\">\n    A Hierarchical Pose-Based Approach to Complex Action Understanding Using Dictionaries of Actionlets and Motion Poselets.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lillo, I.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>CVPR</i>,  2016. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf\"\n     onclick=\"log_download('lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016', 'http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"A Hierarchical Pose-Based Approach to Complex Action Understanding Using Dictionaries of Actionlets and Motion Poselets [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lillo-niebles-soto-ahierarchicalposebasedapproachtocomplexactionunderstandingusingdictionariesofactionletsandmotionposelets-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lillo:etal:2016,\n  author\t= {I. Lillo and JC. Niebles and A. Soto},\n  title\t\t= {A Hierarchical Pose-Based Approach to Complex Action\n\t\t  Understanding Using Dictionaries of Actionlets and Motion\n\t\t  Poselets},\n  booktitle\t= {{CVPR}},\n  year\t\t= {2016},\n  abstract\t= {In this paper, we introduce a new hierarchical model for\n\t\t  human action recognition using body joint locations. Our\n\t\t  model can categorize complex actions in videos, and perform\n\t\t  spatio-temporal annotations of the atomic actions that\n\t\t  compose the complex action being performed. That is, for\n\t\t  each atomic action, the model generates temporal action\n\t\t  annotations by estimating its starting and ending times, as\n\t\t  well as, spatial annotations by inferring the human body\n\t\t  parts that are involved in executing the action. Our model\n\t\t  includes three key novel properties: (i) it can be trained\n\t\t  with no spatial supervision, as it can automatically\n\t\t  discover active body parts from temporal action annotations\n\t\t  only; (ii) it jointly learns flexible representations for\n\t\t  motion poselets and actionlets that encode the visual\n\t\t  variability of body parts and atomic actions; (iii) a\n\t\t  mechanism to discard idle or non-informative body parts\n\t\t  which increases its robustness to common pose estimation\n\t\t  errors. We evaluate the performance of our method using\n\t\t  multiple action recognition benchmarks. Our model\n\t\t  consistently outperforms baselines and state-of-the-art\n\t\t  action recognition methods.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FinalVersionActivities-CVPR-2016.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  In this paper, we introduce a new hierarchical model for human action recognition using body joint locations. Our model can categorize complex actions in videos, and perform spatio-temporal annotations of the atomic actions that compose the complex action being performed. That is, for each atomic action, the model generates temporal action annotations by estimating its starting and ending times, as well as, spatial annotations by inferring the human body parts that are involved in executing the action. Our model includes three key novel properties: (i) it can be trained with no spatial supervision, as it can automatically discover active body parts from temporal action annotations only; (ii) it jointly learns flexible representations for motion poselets and actionlets that encode the visual variability of body parts and atomic actions; (iii) a mechanism to discard idle or non-informative body parts which increases its robustness to common pose estimation errors. We evaluate the performance of our method using multiple action recognition benchmarks. Our model consistently outperforms baselines and state-of-the-art action recognition methods.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016', 'http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf', event);\">\n    Moodplay: Interactive Mood-based Music Discovery andRecommendation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Andjelkovic, I.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and O'Donovan, J.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the UMAP Conference</i>,  2016. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf\"\n     onclick=\"log_download('andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016', 'http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Moodplay: Interactive Mood-based Music Discovery andRecommendation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('andjelkovic-parra-odonovan-moodplayinteractivemoodbasedmusicdiscoveryandrecommendation-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  moodplay2016,\n  author\t= {Andjelkovic, Ivana and Parra, Denis and O&#x27;Donovan, John},\n  booktitle\t= {Proceedings of the UMAP Conference},\n  keywords\t= {recommender systems, emotion, music recommendation},\n  location\t= {Halifax, Canada},\n  publisher\t= {ACM},\n  title\t\t= {Moodplay: Interactive Mood-based Music Discovery\n\t\t  andRecommendation},\n  year\t\t= {2016},\n  url\t\t= {http://dparra.sitios.ing.uc.cl/pdfs/Moodplay_UMAP_2016.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"brusilovsky-oh-lopez-parra-jeng-linkinginformationandpeopleinasocialsystemforacademicconferences-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Linking information and people in a social system for academic conferences.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Brusilovsky, P.; Oh, J. S.; Lopez, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Jeng, W.\n</span>\n\n  \n\n</span>\n\n  <i>New Review of Hypertext and Hypermedia (in press)</i>.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/brusilovsky-oh-lopez-parra-jeng-linkinginformationandpeopleinasocialsystemforacademicconferences-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('brusilovsky-oh-lopez-parra-jeng-linkinginformationandpeopleinasocialsystemforacademicconferences-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  oh2016nrhh,\n  title\t\t= {Linking information and people in a social system for\n\t\t  academic conferences},\n  author\t= {Brusilovsky, Peter and Oh, Jung Sun and Lopez, Claudia and\n\t\t  Parra, Denis and Jeng, Wei},\n  journal\t= {New Review of Hypertext and Hypermedia (in press)},\n  year\t\t= {2016},\n  publisher\t= {Taylor and Francis}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.sciencedirect.com/science/article/pii/S0167865516300976\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016', 'http://www.sciencedirect.com/science/article/pii/S0167865516300976', event);\">\n    A Proposal for Supervised Clustering with Dirichlet Process Using Labels.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.; Caro, A.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Pattern Recognition Letters</i>, 80: 52-57.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.sciencedirect.com/science/article/pii/S0167865516300976\"\n     onclick=\"log_download('peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016', 'http://www.sciencedirect.com/science/article/pii/S0167865516300976', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Proposal for Supervised Clustering with Dirichlet Process Using Labels [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-caro-soto-aproposalforsupervisedclusteringwithdirichletprocessusinglabels-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  peralta:etal:2016,\n  author\t= {B. Peralta and A. Caro and A. Soto},\n  title\t\t= {A Proposal for Supervised Clustering with Dirichlet\n\t\t  Process Using Labels},\n  journal\t= {Pattern Recognition Letters},\n  volume\t= {80},\n  pages\t\t= {52-57},\n  year\t\t= {2016},\n  abstract\t= {Supervised clustering is an emerging area of machine\n\t\t  learning, where the goal is to find class-uniform clusters.\n\t\t  However, typical state-of-the-art algorithms use a fixed\n\t\t  number of clusters. In this work, we propose a variation of\n\t\t  a non-parametric Bayesian modeling for supervised\n\t\t  clustering. Our approach consists of modeling the clusters\n\t\t  as a mixture of Gaussians with the constraint of\n\t\t  encouraging clusters of points with the same label. In\n\t\t  order to estimate the number of clusters, we assume\n\t\t  a-priori a countably infinite number of clusters using a\n\t\t  variation of Dirichlet Process model over the prior\n\t\t  distribution. In our experiments, we show that our\n\t\t  technique typically outperforms the results of other\n\t\t  clustering techniques.},\n  url\t\t= {http://www.sciencedirect.com/science/article/pii/S0167865516300976}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Supervised clustering is an emerging area of machine learning, where the goal is to find class-uniform clusters. However, typical state-of-the-art algorithms use a fixed number of clusters. In this work, we propose a variation of a non-parametric Bayesian modeling for supervised clustering. Our approach consists of modeling the clusters as a mixture of Gaussians with the constraint of encouraging clusters of points with the same label. In order to estimate the number of clusters, we assume a-priori a countably infinite number of clusters using a variation of Dirichlet Process model over the prior distribution. In our experiments, we show that our technique typically outperforms the results of other clustering techniques.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016', 'https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf', event);\">\n    Using QR codes to increase user engagement in museum-like spaces.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Perez-Sanagustin, M.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Verdugo, R.; Garcia-Galleguillos, G.;  and Nussbaum, M.\n</span>\n\n  \n\n</span>\n\n  <i>Computers in Human Behavior</i>.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf\"\n     onclick=\"log_download('perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016', 'https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Using QR codes to increase user engagement in museum-like spaces [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.chb.2016.02.012\"\n     onclick=\"log_download('perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016', 'http://doi.org/10.1016/j.chb.2016.02.012', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('perezsanagustin-parra-verdugo-garciagalleguillos-nussbaum-usingqrcodestoincreaseuserengagementinmuseumlikespaces-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  qr2016,\n  author\t= {Perez-Sanagustin, Mar and Parra, Denis and Verdugo, Renato\n\t\t  and Garcia-Galleguillos, Gonzalo and Nussbaum, Miguel},\n  journal\t= {Computers in Human Behavior},\n  keywords\t= {QR codes, museums, user engagement},\n  title\t\t= {Using QR codes to increase user engagement in museum-like\n\t\t  spaces},\n  publisher\t= {Elsevier},\n  year\t\t= {2016},\n  url\t\t= {https://mperezsanagustin.files.wordpress.com/2016/02/preprint-pecc81rezsanagustin-etal16.pdf},\n  doi\t\t= {10.1016/j.chb.2016.02.012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"verbert-parra-brusilovsky-agentsvsusersvisualrecommendationofresearchtalkswithmultipledimensionofrelevance-2016\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'verbert-parra-brusilovsky-agentsvsusersvisualrecommendationofresearchtalkswithmultipledimensionofrelevance-2016', 'http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf', event);\">\n    Agents vs. Users: Visual Recommendation of Research Talks with Multiple Dimension of Relevance.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Verbert, K.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  <i>ACM Transactions on Interactive Intelligent Systems (in press)</i>.  2016.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf\"\n     onclick=\"log_download('verbert-parra-brusilovsky-agentsvsusersvisualrecommendationofresearchtalkswithmultipledimensionofrelevance-2016', 'http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Agents vs. Users: Visual Recommendation of Research Talks with Multiple Dimension of Relevance [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/verbert-parra-brusilovsky-agentsvsusersvisualrecommendationofresearchtalkswithmultipledimensionofrelevance-2016\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('verbert-parra-brusilovsky-agentsvsusersvisualrecommendationofresearchtalkswithmultipledimensionofrelevance-2016')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  verbert2016tiis,\n  title\t\t= {Agents vs. Users: Visual Recommendation of Research Talks\n\t\t  with Multiple Dimension of Relevance},\n  author\t= {Verbert, Katrien and Parra, Denis and Brusilovsky, Peter},\n  journal\t= {ACM Transactions on Interactive Intelligent Systems (in\n\t\t  press)},\n  year\t\t= {2016},\n  publisher\t= {in press},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TiiS-AgentsvsUsers-2016.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2015\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2015')\"\n      onkeypress=\"toggleGroup('group_2015')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2015</span>\n      <span class=\"bibbase_group_count\">\n        \n        (21)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf', event);\">\n    Are Real-World Place Recommender Algorithms Useful in Virtual World Environments?.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Balby Marinho, L.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 9th ACM Conference on Recommender Systems</i>, of <i>RecSys '15</i>, pages 245–248, New York, NY, USA,  2015. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf\"\n     onclick=\"log_download('balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Are Real-World Place Recommender Algorithms Useful in Virtual World Environments? [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2792838.2799674\"\n     onclick=\"log_download('balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015', 'http://doi.org/10.1145/2792838.2799674', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('balbymarinho-trattner-parra-arerealworldplacerecommenderalgorithmsusefulinvirtualworldenvironments-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  balbymarinho:2015:rpr:2792838.2799674,\n  acmid\t\t= {2799674},\n  address\t= {New York, NY, USA},\n  author\t= {Balby Marinho, Leandro and Trattner, Christoph and Parra,\n\t\t  Denis},\n  booktitle\t= {Proceedings of the 9th ACM Conference on Recommender\n\t\t  Systems},\n  date-added\t= {2015-12-30 15:00:53 +0000},\n  date-modified\t= {2015-12-30 15:05:38 +0000},\n  doi\t\t= {10.1145/2792838.2799674},\n  isbn\t\t= {978-1-4503-3692-5},\n  keywords\t= {location-based recommendations, virtual environments},\n  location\t= {Vienna, Austria},\n  numpages\t= {4},\n  pages\t\t= {245--248},\n  publisher\t= {ACM},\n  series\t= {RecSys &#x27;15},\n  title\t\t= {Are Real-World Place Recommender Algorithms Useful in\n\t\t  Virtual World Environments?},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Parra-Marinho-Trattner-Recsys2015-VirtualWorlds-LBSN-preprint.pdf},\n  year\t\t= {2015},\n  bdsk-url-1\t= {http://doi.acm.org/10.1145/2792838.2799674},\n  bdsk-url-2\t= {http://dx.doi.org/10.1145/2792838.2799674}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf', event);\">\n    Identifying Relevant Messages in a Twitter-based Citizen Channel for Natural Disaster Situations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cobo, A.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Navón, J.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 24th International Conference on World Wide Web</i>, of <i>WWW '15 Companion</i>, pages 1189–1194, Republic and Canton of Geneva, Switzerland,  2015. International World Wide Web Conferences Steering Committee\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf\"\n     onclick=\"log_download('cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Identifying Relevant Messages in a Twitter-based Citizen Channel for Natural Disaster Situations [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2740908.2741719\"\n     onclick=\"log_download('cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015', 'http://doi.org/10.1145/2740908.2741719', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cobo-parra-navn-identifyingrelevantmessagesinatwitterbasedcitizenchannelfornaturaldisastersituations-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  cobo:2015:irm:2740908.2741719,\n  acmid\t\t= {2741719},\n  address\t= {Republic and Canton of Geneva, Switzerland},\n  author\t= {Cobo, Alfredo and Parra, Denis and Nav\\&#x27;{o}n, Jaime},\n  booktitle\t= {Proceedings of the 24th International Conference on World\n\t\t  Wide Web},\n  date-added\t= {2015-12-30 15:21:21 +0000},\n  date-modified\t= {2015-12-30 15:24:32 +0000},\n  doi\t\t= {10.1145/2740908.2741719},\n  isbn\t\t= {978-1-4503-3473-0},\n  keywords\t= {class imbalance, machine learning, natural disaster,\n\t\t  twitter},\n  location\t= {Florence, Italy},\n  numpages\t= {6},\n  pages\t\t= {1189--1194},\n  publisher\t= {International World Wide Web Conferences Steering\n\t\t  Committee},\n  series\t= {WWW &#x27;15 Companion},\n  title\t\t= {Identifying Relevant Messages in a Twitter-based Citizen\n\t\t  Channel for Natural Disaster Situations},\n  year\t\t= {2015},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Cobo20151503.05784v1.pdf},\n  bdsk-url-1\t= {http://dx.doi.org/10.1145/2740908.2741719}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015', 'http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf', event);\">\n    Twitter in academic events: A study of temporal usage, communication, sentimental and topical patterns in 16 Computer Science conferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Parra, D.; Trattner, C.; Gómez, D.; Matı́as Hurtado; Wen, X.;  and Lin, Y.\n</span>\n\n  \n\n</span>\n\n  <i>Computer Communications </i>, 73, Part B: 301–314.  2015.\n  <span class=\"note\">Online Social Networks </span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf\"\n     onclick=\"log_download('parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015', 'http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Twitter in academic events: A study of temporal usage, communication, sentimental and topical patterns in 16 Computer Science conferences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.comcom.2015.07.001\"\n     onclick=\"log_download('parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015', 'http://doi.org/10.1016/j.comcom.2015.07.001', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-trattner-gmez-matashurtado-wen-lin-twitterinacademiceventsastudyoftemporalusagecommunicationsentimentalandtopicalpatternsin16computerscienceconferences-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  comcomparra2015,\n  author\t= {Denis Parra and Christoph Trattner and Diego G{\\&#x27;o}mez and\n\t\t  Mat{\\&#x27;\\i}as Hurtado and Xidao Wen and Yu-Ru Lin},\n  doi\t\t= {10.1016/j.comcom.2015.07.001},\n  issn\t\t= &quot;0140-3664&quot;,\n  journal\t= &quot;Computer Communications &quot;,\n  volume\t= &quot;73, Part B&quot;,\n  pages\t\t= &quot;301--314&quot;,\n  year\t\t= {2015},\n  note\t\t= &quot;Online Social Networks &quot;,\n  keywords\t= {Sentiment analysis},\n  title\t\t= {Twitter in academic events: A study of temporal usage,\n\t\t  communication, sentimental and topical patterns in 16\n\t\t  Computer Science conferences},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/preprint-TwitterConferences__ComCom.pdf},\n  bdsk-url-2\t= {http://dx.doi.org/10.1016/j.comcom.2015.07.001}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai15contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015', 'http://www.aaai.org/Library/AAAI/aaai15contents.php', event);\">\n    Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bonet, B.;  and Koenig, S.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai15contents.php\"\n     onclick=\"log_download('bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015', 'http://www.aaai.org/Library/AAAI/aaai15contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bonet-koenig-proceedingsofthetwentyninthaaaiconferenceonartificialintelligencejanuary25302015austintexasusa-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2015,\n  editor\t= {Blai Bonet and Sven Koenig},\n  title\t\t= {Proceedings of the Twenty-Ninth {AAAI} Conference on\n\t\t  Artificial Intelligence, January 25-30, 2015, Austin,\n\t\t  Texas, {USA}},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2015},\n  url\t\t= {http://www.aaai.org/Library/AAAI/aaai15contents.php},\n  isbn\t\t= {978-1-57735-698-1},\n  timestamp\t= {Sun, 12 Apr 2015 12:16:43 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2015},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-asn-baier-reusingpreviouslyfoundapathsforfastgoaldirectednavigationindynamicterrain-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-asn-baier-reusingpreviouslyfoundapathsforfastgoaldirectednavigationindynamicterrain-2015', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053', event);\">\n    Reusing Previously Found A* Paths for Fast Goal-Directed Navigation in Dynamic Terrain.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Asín, R.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA.</i>, pages 1158–1164,  2015. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053\"\n     onclick=\"log_download('hernndez-asn-baier-reusingpreviouslyfoundapathsforfastgoaldirectednavigationindynamicterrain-2015', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Reusing Previously Found A* Paths for Fast Goal-Directed Navigation in Dynamic Terrain [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-asn-baier-reusingpreviouslyfoundapathsforfastgoaldirectednavigationindynamicterrain-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-asn-baier-reusingpreviouslyfoundapathsforfastgoaldirectednavigationindynamicterrain-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/hernandezab15,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Roberto As{\\&#x27;{\\i}}n and Jorge\n\t\t  A. Baier},\n  title\t\t= {Reusing Previously Found A* Paths for Fast Goal-Directed\n\t\t  Navigation in Dynamic Terrain},\n  booktitle\t= {Proceedings of the Twenty-Ninth {AAAI} Conference on\n\t\t  Artificial Intelligence, January 25-30, 2015, Austin,\n\t\t  Texas, {USA.}},\n  pages\t\t= {1158--1164},\n  year\t\t= {2015},\n  crossref\t= {DBLP:conf/aaai/2015},\n  url\t\t= {http://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/10053},\n  timestamp\t= {Sun, 12 Apr 2015 12:16:43 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/HernandezAB15},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"yang-wooldridge-proceedingsofthetwentyfourthinternationaljointconferenceonartificialintelligenceijcai2015buenosairesargentinajuly25312015-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/proceedings/2015\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'yang-wooldridge-proceedingsofthetwentyfourthinternationaljointconferenceonartificialintelligenceijcai2015buenosairesargentinajuly25312015-2015', 'http://ijcai.org/proceedings/2015', event);\">\n    Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Yang, Q.;  and Wooldridge, M.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/proceedings/2015\"\n     onclick=\"log_download('yang-wooldridge-proceedingsofthetwentyfourthinternationaljointconferenceonartificialintelligenceijcai2015buenosairesargentinajuly25312015-2015', 'http://ijcai.org/proceedings/2015', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/yang-wooldridge-proceedingsofthetwentyfourthinternationaljointconferenceonartificialintelligenceijcai2015buenosairesargentinajuly25312015-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('yang-wooldridge-proceedingsofthetwentyfourthinternationaljointconferenceonartificialintelligenceijcai2015buenosairesargentinajuly25312015-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2015,\n  editor\t= {Qiang Yang and Michael Wooldridge},\n  title\t\t= {Proceedings of the Twenty-Fourth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2015, Buenos\n\t\t  Aires, Argentina, July 25-31, 2015},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2015},\n  url\t\t= {http://ijcai.org/proceedings/2015},\n  isbn\t\t= {978-1-57735-738-4},\n  timestamp\t= {Wed, 20 Jul 2016 15:18:06 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2015},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"torres-baier-polynomialtimereformulationsofltltemporallyextendedgoalsintofinalstategoals-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/Abstract/15/242\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'torres-baier-polynomialtimereformulationsofltltemporallyextendedgoalsintofinalstategoals-2015', 'http://ijcai.org/Abstract/15/242', event);\">\n    Polynomial-Time Reformulations of LTL Temporally Extended Goals into Final-State Goals.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Torres, J.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015</i>, pages 1696–1703,  2015. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/Abstract/15/242\"\n     onclick=\"log_download('torres-baier-polynomialtimereformulationsofltltemporallyextendedgoalsintofinalstategoals-2015', 'http://ijcai.org/Abstract/15/242', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Polynomial-Time Reformulations of LTL Temporally Extended Goals into Final-State Goals [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/torres-baier-polynomialtimereformulationsofltltemporallyextendedgoalsintofinalstategoals-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('torres-baier-polynomialtimereformulationsofltltemporallyextendedgoalsintofinalstategoals-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/torresb15,\n  author\t= {Jorge Torres and Jorge A. Baier},\n  title\t\t= {Polynomial-Time Reformulations of {LTL} Temporally\n\t\t  Extended Goals into Final-State Goals},\n  booktitle\t= {Proceedings of the Twenty-Fourth International Joint\n\t\t  Conference on Artificial Intelligence, {IJCAI} 2015, Buenos\n\t\t  Aires, Argentina, July 25-31, 2015},\n  pages\t\t= {1696--1703},\n  year\t\t= {2015},\n  crossref\t= {DBLP:conf/ijcai/2015},\n  url\t\t= {http://ijcai.org/Abstract/15/242},\n  timestamp\t= {Wed, 20 Jul 2016 15:18:06 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/TorresB15},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ruz-pieringer-peralta-lillo-espinace-gonzalez-wendt-mery-etal-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Visual Recognition to Access and Analyze People Density and Flow Patterns in Indoor Environments.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ruz, C.; Pieringer, C.; Peralta, B.; Lillo, I.; Espinace, P.; Gonzalez, R.; Wendt, B.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and Soto, A.\n</span>\n\n  \n\n</span>\n\n  In <i>WACV</i>, pages 1–8,  2015. IEEE Computer Society\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ruz-pieringer-peralta-lillo-espinace-gonzalez-wendt-mery-etal-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ruz-pieringer-peralta-lillo-espinace-gonzalez-wendt-mery-etal-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/wacv/ruzpplegwms15,\n  author\t= {Cristian Ruz and Christian Pieringer and Billy Peralta and\n\t\t  Ivan Lillo and Pablo Espinace and R. Gonzalez and B. Wendt\n\t\t  and Domingo Mery and Alvaro Soto},\n  title\t\t= {Visual Recognition to Access and Analyze People Density\n\t\t  and Flow Patterns in Indoor Environments},\n  booktitle\t= {{WACV}},\n  pages\t\t= {1--8},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/s10458-014-9266-0\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015', 'https://doi.org/10.1007/s10458-014-9266-0', event);\">\n    Reusing cost-minimal paths for goal-directed navigation in partially known terrains.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Uras, T.; Koenig, S.; Baier, J. A.; Sun, X.;  and Meseguer, P.\n</span>\n\n  \n\n</span>\n\n  <i>Autonomous Agents and Multi-Agent Systems</i>, 29(5): 850–895.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/s10458-014-9266-0\"\n     onclick=\"log_download('hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015', 'https://doi.org/10.1007/s10458-014-9266-0', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Reusing cost-minimal paths for goal-directed navigation in partially known terrains [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s10458-014-9266-0\"\n     onclick=\"log_download('hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015', 'http://doi.org/10.1007/s10458-014-9266-0', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-uras-koenig-baier-sun-meseguer-reusingcostminimalpathsforgoaldirectednavigationinpartiallyknownterrains-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/aamas/hernandezukbsm15,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Tansel Uras and Sven Koenig and\n\t\t  Jorge A. Baier and Xiaoxun Sun and Pedro Meseguer},\n  title\t\t= {Reusing cost-minimal paths for goal-directed navigation in\n\t\t  partially known terrains},\n  journal\t= {Autonomous Agents and Multi-Agent Systems},\n  volume\t= {29},\n  number\t= {5},\n  pages\t\t= {850--895},\n  year\t\t= {2015},\n  url\t\t= {https://doi.org/10.1007/s10458-014-9266-0},\n  doi\t\t= {10.1007/s10458-014-9266-0},\n  timestamp\t= {Sat, 20 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/aamas/HernandezUKBSM15},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1016/j.artint.2015.03.008\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015', 'https://doi.org/10.1016/j.artint.2015.03.008', event);\">\n    Incorporating weights into real-time heuristic search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; Baier, J. A.;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  <i>Artif. Intell.</i>, 225: 1–23.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1016/j.artint.2015.03.008\"\n     onclick=\"log_download('rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015', 'https://doi.org/10.1016/j.artint.2015.03.008', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Incorporating weights into real-time heuristic search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.artint.2015.03.008\"\n     onclick=\"log_download('rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015', 'http://doi.org/10.1016/j.artint.2015.03.008', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-baier-hernndez-incorporatingweightsintorealtimeheuristicsearch-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/ai/riverabh15,\n  author\t= {Nicolas Rivera and Jorge A. Baier and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Incorporating weights into real-time heuristic search},\n  journal\t= {Artif. Intell.},\n  volume\t= {225},\n  pages\t\t= {1--23},\n  year\t\t= {2015},\n  url\t\t= {https://doi.org/10.1016/j.artint.2015.03.008},\n  doi\t\t= {10.1016/j.artint.2015.03.008},\n  timestamp\t= {Sat, 27 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/ai/RiveraBH15},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"aubonnet-henrio-kessal-kulankhina-lemoine-madelaine-ruz-simoni-managementofservicecompositionbasedonselfcontrolledcomponents-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Management of service compositionbased on self-controlled components.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Aubonnet, T.; Henrio, L.; Kessal, S.; Kulankhina, O.; Lemoine, F.; Madelaine, E.; Ruz, C.;  and Simoni, N.\n</span>\n\n  \n\n</span>\n\n  <i>J. Internet Services and Applications</i>, 6(1): 15:1–15:17.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/aubonnet-henrio-kessal-kulankhina-lemoine-madelaine-ruz-simoni-managementofservicecompositionbasedonselfcontrolledcomponents-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('aubonnet-henrio-kessal-kulankhina-lemoine-madelaine-ruz-simoni-managementofservicecompositionbasedonselfcontrolledcomponents-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/jisa/aubonnethkklmrs15,\n  author\t= {Tatiana Aubonnet and Ludovic Henrio and Soumia Kessal and\n\t\t  Oleksandra Kulankhina and Fr{\\&#x27;{e}}d{\\&#x27;{e}}ric Lemoine and\n\t\t  Eric Madelaine and Cristian Ruz and No{\\&quot;{e}}mie Simoni},\n  title\t\t= {Management of service compositionbased on self-controlled\n\t\t  components},\n  journal\t= {J. Internet Services and Applications},\n  volume\t= {6},\n  number\t= {1},\n  pages\t\t= {15:1--15:17},\n  year\t\t= {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Learning Shared, Discriminative, and Compact Representations for Visual Recognition.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Trans. Pattern Anal. Mach. Intell.</i>, 37(11): 2218–2231.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/pami/lobelvs15,\n  author\t= {Hans Lobel and Ren{\\&#x27;{e}} Vidal and Alvaro Soto},\n  title\t\t= {Learning Shared, Discriminative, and Compact\n\t\t  Representations for Visual Recognition},\n  journal\t= {{IEEE} Trans. Pattern Anal. Mach. Intell.},\n  volume\t= {37},\n  number\t= {11},\n  pages\t\t= {2218--2231},\n  year\t\t= {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baude-henrio-ruz-programmingdistributedandadaptableautonomouscomponentsthegcmproactiveframework-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Programming distributed and adaptable autonomous components - the GCM/ProActive framework.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baude, F.; Henrio, L.;  and Ruz, C.\n</span>\n\n  \n\n</span>\n\n  <i>Softw., Pract. Exper.</i>, 45(9): 1189–1227.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baude-henrio-ruz-programmingdistributedandadaptableautonomouscomponentsthegcmproactiveframework-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baude-henrio-ruz-programmingdistributedandadaptableautonomouscomponentsthegcmproactiveframework-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/spe/baudehr15,\n  author\t= {Fran{\\c{c}}oise Baude and Ludovic Henrio and Cristian Ruz},\n  title\t\t= {Programming distributed and adaptable autonomous\n\t\t  components - the GCM/ProActive framework},\n  journal\t= {Softw., Pract. Exper.},\n  volume\t= {45},\n  number\t= {9},\n  pages\t\t= {1189--1227},\n  year\t\t= {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1109/TCIAIG.2014.2337889\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015', 'https://doi.org/10.1109/TCIAIG.2014.2337889', event);\">\n    Fast Algorithm for Catching a Prey Quickly in Known and Partially Known Game Maps.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baier, J. A.; Botea, A.; Harabor, D.;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Trans. Comput. Intellig. and AI in Games</i>, 7(2): 193–199.  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1109/TCIAIG.2014.2337889\"\n     onclick=\"log_download('baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015', 'https://doi.org/10.1109/TCIAIG.2014.2337889', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Fast Algorithm for Catching a Prey Quickly in Known and Partially Known Game Maps [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1109/TCIAIG.2014.2337889\"\n     onclick=\"log_download('baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015', 'http://doi.org/10.1109/TCIAIG.2014.2337889', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-botea-harabor-hernndez-fastalgorithmforcatchingapreyquicklyinknownandpartiallyknowngamemaps-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/tciaig/baierbhh15,\n  author\t= {Jorge A. Baier and Adi Botea and Daniel Harabor and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Fast Algorithm for Catching a Prey Quickly in Known and\n\t\t  Partially Known Game Maps},\n  journal\t= {{IEEE} Trans. Comput. Intellig. and {AI} in Games},\n  volume\t= {7},\n  number\t= {2},\n  pages\t\t= {193--199},\n  year\t\t= {2015},\n  url\t\t= {https://doi.org/10.1109/TCIAIG.2014.2337889},\n  doi\t\t= {10.1109/TCIAIG.2014.2337889},\n  timestamp\t= {Fri, 26 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/tciaig/BaierBHH15},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf', event);\">\n    Language, Twitter and Academic Conferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Gavilanes, R. O. G.; Gomez, D.; Parra Santander, D.; Trattner, C.; Kaltenbrunner, A.;  and Graells, E.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 26th ACM Conference on Hypertext &#38; Social Media</i>, of <i>HT '15</i>, pages 159–163, New York, NY, USA,  2015. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf\"\n     onclick=\"log_download('gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Language, Twitter and Academic Conferences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2700171.2791059\"\n     onclick=\"log_download('gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015', 'http://doi.org/10.1145/2700171.2791059', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('gavilanes-gomez-parrasantander-trattner-kaltenbrunner-graells-languagetwitterandacademicconferences-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  gavilanes:2015:lta:2700171.2791059,\n  acmid\t\t= {2791059},\n  address\t= {New York, NY, USA},\n  author\t= {Gavilanes, Ruth Olimpia G. and Gomez, Diego and Parra\n\t\t  Santander, Denis and Trattner, Christoph and Kaltenbrunner,\n\t\t  Andreas and Graells, Eduardo},\n  booktitle\t= {Proceedings of the 26th ACM Conference on Hypertext\n\t\t  \\&amp;\\#38; Social Media},\n  date-added\t= {2015-12-30 15:01:12 +0000},\n  date-modified\t= {2015-12-30 15:08:02 +0000},\n  doi\t\t= {10.1145/2700171.2791059},\n  isbn\t\t= {978-1-4503-3395-5},\n  keywords\t= {dynamics, interactions, sociolinguistics, twitter},\n  location\t= {Guzelyurt, Northern Cyprus},\n  numpages\t= {5},\n  pages\t\t= {159--163},\n  publisher\t= {ACM},\n  series\t= {HT &#x27;15},\n  title\t\t= {Language, Twitter and Academic Conferences},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Language-Twitter-HT2015.pdf},\n  year\t\t= {2015},\n  bdsk-url-1\t= {http://doi.acm.org/10.1145/2700171.2791059},\n  bdsk-url-2\t= {http://dx.doi.org/10.1145/2700171.2791059}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"larrain-parra-soto-towardsimprovingtopnrecommendationbygeneralizationofslim-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'larrain-parra-soto-towardsimprovingtopnrecommendationbygeneralizationofslim-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf', event);\">\n    Towards Improving Top-N Recommendation by Generalization of SLIM.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Larrain, S.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Poster Proceedings of ACM RecSys 2015</i>,  2015. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf\"\n     onclick=\"log_download('larrain-parra-soto-towardsimprovingtopnrecommendationbygeneralizationofslim-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Towards Improving Top-N Recommendation by Generalization of SLIM [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/larrain-parra-soto-towardsimprovingtopnrecommendationbygeneralizationofslim-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('larrain-parra-soto-towardsimprovingtopnrecommendationbygeneralizationofslim-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  gslim,\n  author\t= {Larrain, Santiago and Parra, Denis and Soto, Alvaro},\n  booktitle\t= {Poster Proceedings of ACM RecSys 2015},\n  date-added\t= {2015-12-02 04:37:53 +0000},\n  title\t\t= {Towards Improving Top-N Recommendation by Generalization\n\t\t  of SLIM},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf},\n  year\t\t= {2015},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/Improving_SLIM_Recommendation.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf', event);\">\n    Good Times Bad Times: A Study on Recency Effects in Collaborative Filtering for Social Tagging.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Larrain, S.; Trattner, C.; Parra, D.; Graells-Garrido, E.;  and Nørvåg, K.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 9th ACM Conference on Recommender Systems</i>, of <i>RecSys '15</i>, pages 269–272, New York, NY, USA,  2015. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf\"\n     onclick=\"log_download('larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015', 'http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Good Times Bad Times: A Study on Recency Effects in Collaborative Filtering for Social Tagging [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2792838.2799682\"\n     onclick=\"log_download('larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015', 'http://doi.org/10.1145/2792838.2799682', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('larrain-trattner-parra-graellsgarrido-nrvg-goodtimesbadtimesastudyonrecencyeffectsincollaborativefilteringforsocialtagging-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  larrain:2015:gtb:2792838.2799682,\n  acmid\t\t= {2799682},\n  address\t= {New York, NY, USA},\n  author\t= {Larrain, Santiago and Trattner, Christoph and Parra, Denis\n\t\t  and Graells-Garrido, Eduardo and N{\\o}rv{\\aa}g, Kjetil},\n  booktitle\t= {Proceedings of the 9th ACM Conference on Recommender\n\t\t  Systems},\n  date-added\t= {2015-12-30 15:02:05 +0000},\n  date-modified\t= {2015-12-30 15:05:45 +0000},\n  doi\t\t= {10.1145/2792838.2799682},\n  isbn\t\t= {978-1-4503-3692-5},\n  keywords\t= {collaborative filtering, social tagging, time-aware\n\t\t  recommendations},\n  location\t= {Vienna, Austria},\n  numpages\t= {4},\n  pages\t\t= {269--272},\n  publisher\t= {ACM},\n  series\t= {RecSys &#x27;15},\n  title\t\t= {Good Times Bad Times: A Study on Recency Effects in\n\t\t  Collaborative Filtering for Social Tagging},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Larrain_Parra_etal_RecSys_2015_Time_in_TagBased_RecSys.pdf},\n  year\t\t= {2015},\n  bdsk-url-1\t= {http://doi.acm.org/10.1145/2792838.2799682},\n  bdsk-url-2\t= {http://dx.doi.org/10.1145/2792838.2799682}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015', 'http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf', event);\">\n    Learning Shared, Discriminative, and Compact Representations for Visual Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>, 37(11).  2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf\"\n     onclick=\"log_download('lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015', 'http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Learning Shared, Discriminative, and Compact Representations for Visual Recognition [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-learningshareddiscriminativeandcompactrepresentationsforvisualrecognition-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  lobel:etal:2015,\n  author\t= {H. Lobel and R. Vidal and A. Soto},\n  title\t\t= {Learning Shared, Discriminative, and Compact\n\t\t  Representations for Visual Recognition},\n  journal\t= {{IEEE} Transactions on Pattern Analysis and Machine\n\t\t  Intelligence},\n  volume\t= {37},\n  number\t= {11},\n  year\t\t= {2015},\n  abstract\t= {Dictionary-based and part-based methods are among the most\n\t\t  popular approaches to visual recognition. In both methods,\n\t\t  a mid-level representation is built on top of low-level\n\t\t  image descriptors and high-level classifiers are trained on\n\t\t  top of the mid-level representation. While earlier methods\n\t\t  built the mid-level representation without supervision,\n\t\t  there is currently great interest in learning both\n\t\t  representations jointly to make the mid-level\n\t\t  representation more discriminative. In this work we propose\n\t\t  a new approach to visual recognition that jointly learns a\n\t\t  shared, discriminative, and compact mid-level\n\t\t  representation and a compact high-level representation. By\n\t\t  using a structured output learning framework, our approach\n\t\t  directly handles the multiclass case at both levels of\n\t\t  abstraction. Moreover, by using a group-sparse prior in the\n\t\t  structured output learning framework, our approach\n\t\t  encourages sharing of visual words and thus reduces the\n\t\t  number of words used to represent each class. We test our\n\t\t  proposed method on several popular benchmarks. Our results\n\t\t  show that, by jointly learning mid- and high-level\n\t\t  representations, and fostering the sharing of\n\t\t  discriminative visual words among target classes, we are\n\t\t  able to achieve state-of-the-art recognition performance\n\t\t  using far less visual words than previous approaches.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-FINAL-PAMI-2015.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Dictionary-based and part-based methods are among the most popular approaches to visual recognition. In both methods, a mid-level representation is built on top of low-level image descriptors and high-level classifiers are trained on top of the mid-level representation. While earlier methods built the mid-level representation without supervision, there is currently great interest in learning both representations jointly to make the mid-level representation more discriminative. In this work we propose a new approach to visual recognition that jointly learns a shared, discriminative, and compact mid-level representation and a compact high-level representation. By using a structured output learning framework, our approach directly handles the multiclass case at both levels of abstraction. Moreover, by using a group-sparse prior in the structured output learning framework, our approach encourages sharing of visual words and thus reduces the number of words used to represent each class. We test our proposed method on several popular benchmarks. Our results show that, by jointly learning mid- and high-level representations, and fostering the sharing of discriminative visual words among target classes, we are able to achieve state-of-the-art recognition performance using far less visual words than previous approaches.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/s10921-015-0315-7\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015', 'https://doi.org/10.1007/s10921-015-0315-7', event);\">\n    GDXray: The Database of X-ray Images for Nondestructive Testing.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>; Riffo, V.; Zscherpel, U.; Mondragón, G.; Lillo, I.; Zuccar, I.; Lobel, H.;  and Carrasco, M.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Nondestructive Evaluation</i>, 34(4). November 2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/s10921-015-0315-7\"\n     onclick=\"log_download('mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015', 'https://doi.org/10.1007/s10921-015-0315-7', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"GDXray: The Database of X-ray Images for Nondestructive Testing [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/s10921-015-0315-7\"\n     onclick=\"log_download('mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015', 'http://doi.org/10.1007/s10921-015-0315-7', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mery-riffo-zscherpel-mondragn-lillo-zuccar-lobel-carrasco-gdxraythedatabaseofxrayimagesfornondestructivetesting-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mery2015,\n  doi\t\t= {10.1007/s10921-015-0315-7},\n  url\t\t= {https://doi.org/10.1007/s10921-015-0315-7},\n  year\t\t= {2015},\n  month\t\t= nov,\n  publisher\t= {Springer Science and Business Media {LLC}},\n  volume\t= {34},\n  number\t= {4},\n  author\t= {Domingo Mery and Vladimir Riffo and Uwe Zscherpel and\n\t\t  German Mondrag{\\&#x27;{o}}n and Iv{\\&#x27;{a}}n Lillo and Irene\n\t\t  Zuccar and Hans Lobel and Miguel Carrasco},\n  title\t\t= {{GDXray}: The Database of X-ray Images for Nondestructive\n\t\t  Testing},\n  journal\t= {Journal of Nondestructive Evaluation}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015', 'http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf', event);\">\n    Visual Recognition to Access and Analyze People Density and Flow Patterns in Indoor Environments.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  C. Ruz, C. P.; B. Peralta, I. L.; P. Espinace, R. G.;  and B. Wendt, D. M.\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Winter Conference on Applications of Computer Vision (WACV)</i>,  2015. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf\"\n     onclick=\"log_download('cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015', 'http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Visual Recognition to Access and Analyze People Density and Flow Patterns in Indoor Environments [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cruz-bperalta-pespinace-bwendt-visualrecognitiontoaccessandanalyzepeopledensityandflowpatternsinindoorenvironments-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  ruz:etal:2015,\n  author\t= {C. Ruz, C. Pieringer, B. Peralta, I. Lillo, P. Espinace,\n\t\t  R. Gonzalez, B. Wendt, D. Mery, A. Soto},\n  title\t\t= {Visual Recognition to Access and Analyze People Density\n\t\t  and Flow Patterns in Indoor Environments},\n  booktitle\t= {IEEE Winter Conference on Applications of Computer Vision\n\t\t  (WACV)},\n  year\t\t= {2015},\n  abstract\t= {This work describes our experience developing a system to\n\t\t  access density and flow of people in large indoor spaces\n\t\t  using a network of RGB cameras. The proposed system is\n\t\t  based on a set of overlapped and calibrated cameras. This\n\t\t  facilitates the use of geometric constraints that help to\n\t\t  reduce visual ambiguities. These constraints are combined\n\t\t  with classifiers based on visual appearance to produce an\n\t\t  efficient and robust method to detect and track humans. In\n\t\t  this work, we argue that flow and density of people are low\n\t\t  level measurements that need to be complemented with\n\t\t  suitable analytic tools to bridge semantic gaps and become\n\t\t  useful information for a target application. Consequently,\n\t\t  we also propose a set of analytic tools that help a human\n\t\t  user to effectively take advantage of the measurements\n\t\t  provided by the system. Finally, we report results that\n\t\t  demonstrate the relevance of the proposed ideas.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/WACV-2015-VersionFinal.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This work describes our experience developing a system to access density and flow of people in large indoor spaces using a network of RGB cameras. The proposed system is based on a set of overlapped and calibrated cameras. This facilitates the use of geometric constraints that help to reduce visual ambiguities. These constraints are combined with classifiers based on visual appearance to produce an efficient and robust method to detect and track humans. In this work, we argue that flow and density of people are low level measurements that need to be complemented with suitable analytic tools to bridge semantic gaps and become useful information for a target application. Consequently, we also propose a set of analytic tools that help a human user to effectively take advantage of the measurements provided by the system. Finally, we report results that demonstrate the relevance of the proposed ideas.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015', 'http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf', event);\">\n    User-controllable personalization: A case study with SetFusion.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  <i>International Journal of Human Computer Studies</i>, 78: 43-67. June 2015.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf\"\n     onclick=\"log_download('parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015', 'http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"User-controllable personalization: A case study with SetFusion [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.ijhcs.2015.01.007\"\n     onclick=\"log_download('parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015', 'http://doi.org/10.1016/j.ijhcs.2015.01.007', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-brusilovsky-usercontrollablepersonalizationacasestudywithsetfusion-2015')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  setfusion2015,\n  author\t= {Parra, Denis and Brusilovsky, Peter},\n  date-added\t= {2015-11-17 04:37:53 +0000},\n  date-modified\t= {2015-11-17 04:40:23 +0000},\n  doi\t\t= {10.1016/j.ijhcs.2015.01.007},\n  journal\t= {International Journal of Human Computer Studies},\n  month\t\t= {June},\n  pages\t\t= {43-67},\n  title\t\t= {User-controllable personalization: A case study with\n\t\t  SetFusion},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/SetFusion-IJHCS-pre-print.pdf},\n  volume\t= {78},\n  year\t\t= {2015}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2014\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2014')\"\n      onkeypress=\"toggleGroup('group_2014')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2014</span>\n      <span class=\"bibbase_group_count\">\n        \n        (22)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"chien-do-fern-ruml-proceedingsofthetwentyfourthinternationalconferenceonautomatedplanningandschedulingicaps2014portsmouthnewhampshireusajune21262014-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps14contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'chien-do-fern-ruml-proceedingsofthetwentyfourthinternationalconferenceonautomatedplanningandschedulingicaps2014portsmouthnewhampshireusajune21262014-2014', 'http://www.aaai.org/Library/ICAPS/icaps14contents.php', event);\">\n    Proceedings of the Twenty-Fourth International Conference on Automated Planning and Scheduling, ICAPS 2014, Portsmouth, New Hampshire, USA, June 21-26, 2014.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Chien, S. A.; Do, M. B.; Fern, A.;  and Ruml, W.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps14contents.php\"\n     onclick=\"log_download('chien-do-fern-ruml-proceedingsofthetwentyfourthinternationalconferenceonautomatedplanningandschedulingicaps2014portsmouthnewhampshireusajune21262014-2014', 'http://www.aaai.org/Library/ICAPS/icaps14contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Fourth International Conference on Automated Planning and Scheduling, ICAPS 2014, Portsmouth, New Hampshire, USA, June 21-26, 2014 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/chien-do-fern-ruml-proceedingsofthetwentyfourthinternationalconferenceonautomatedplanningandschedulingicaps2014portsmouthnewhampshireusajune21262014-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('chien-do-fern-ruml-proceedingsofthetwentyfourthinternationalconferenceonautomatedplanningandschedulingicaps2014portsmouthnewhampshireusajune21262014-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2014,\n  editor\t= {Steve A. Chien and Minh Binh Do and Alan Fern and Wheeler\n\t\t  Ruml},\n  title\t\t= {Proceedings of the Twenty-Fourth International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2014,\n\t\t  Portsmouth, New Hampshire, USA, June 21-26, 2014},\n  publisher\t= {{AAAI}},\n  year\t\t= {2014},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/icaps14contents.php},\n  isbn\t\t= {978-1-57735-660-8},\n  timestamp\t= {Thu, 19 Nov 2015 08:52:28 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2014},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-asn-makingarunfasterthandliteforpathplanninginpartiallyknownterrain-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-asn-makingarunfasterthandliteforpathplanninginpartiallyknownterrain-2014', 'http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944', event);\">\n    Making A* Run Faster than D*-Lite for Path-Planning in Partially Known Terrain.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Baier, J. A.;  and Asín, R.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Fourth International Conference on Automated Planning and Scheduling, ICAPS 2014, Portsmouth, New Hampshire, USA, June 21-26, 2014</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944\"\n     onclick=\"log_download('hernndez-baier-asn-makingarunfasterthandliteforpathplanninginpartiallyknownterrain-2014', 'http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Making A* Run Faster than D*-Lite for Path-Planning in Partially Known Terrain [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-asn-makingarunfasterthandliteforpathplanninginpartiallyknownterrain-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>9 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-asn-makingarunfasterthandliteforpathplanninginpartiallyknownterrain-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/hernandezba14,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier and Roberto\n\t\t  As{\\&#x27;{\\i}}n},\n  title\t\t= {Making A* Run Faster than D*-Lite for Path-Planning in\n\t\t  Partially Known Terrain},\n  booktitle\t= {Proceedings of the Twenty-Fourth International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2014,\n\t\t  Portsmouth, New Hampshire, USA, June 21-26, 2014},\n  year\t\t= {2014},\n  crossref\t= {DBLP:conf/aips/2014},\n  url\t\t= {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS14/paper/view/7944},\n  timestamp\t= {Thu, 19 Nov 2015 08:52:28 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/HernandezBA14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/978-3-319-12027-0\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014', 'https://doi.org/10.1007/978-3-319-12027-0', event);\">\n    Advances in Artificial Intelligence - IBERAMIA 2014 - 14th Ibero-American Conference on AI, Santiago de Chile, Chile, November 24-27, 2014, Proceedings.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bazzan, A. L. C.;  and Pichara, K.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  Volume 8864, of Lecture Notes in Computer Science.Springer.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/978-3-319-12027-0\"\n     onclick=\"log_download('bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014', 'https://doi.org/10.1007/978-3-319-12027-0', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Advances in Artificial Intelligence - IBERAMIA 2014 - 14th Ibero-American Conference on AI, Santiago de Chile, Chile, November 24-27, 2014, Proceedings [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-319-12027-0\"\n     onclick=\"log_download('bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014', 'http://doi.org/10.1007/978-3-319-12027-0', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bazzan-pichara-advancesinartificialintelligenceiberamia201414thiberoamericanconferenceonaisantiagodechilechilenovember24272014proceedings-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/iberamia/2014,\n  editor\t= {Ana L. C. Bazzan and Karim Pichara},\n  title\t\t= {Advances in Artificial Intelligence - {IBERAMIA} 2014 -\n\t\t  14th Ibero-American Conference on AI, Santiago de Chile,\n\t\t  Chile, November 24-27, 2014, Proceedings},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {8864},\n  publisher\t= {Springer},\n  year\t\t= {2014},\n  url\t\t= {https://doi.org/10.1007/978-3-319-12027-0},\n  doi\t\t= {10.1007/978-3-319-12027-0},\n  isbn\t\t= {978-3-319-12026-3},\n  timestamp\t= {Sun, 21 May 2017 00:22:36 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/iberamia/2014},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/978-3-319-12027-0\\_6\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014', 'https://doi.org/10.1007/978-3-319-12027-0\\_6', event);\">\n    Real-Time Pathfinding in Unknown Terrain via Reconnection with an Ideal Tree.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; Illanes, L.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Artificial Intelligence - IBERAMIA 2014 - 14th Ibero-American Conference on AI, Santiago de Chile, Chile, November 24-27, 2014, Proceedings</i>, pages 69–80,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/978-3-319-12027-0\\_6\"\n     onclick=\"log_download('rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014', 'https://doi.org/10.1007/978-3-319-12027-0\\_6', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Real-Time Pathfinding in Unknown Terrain via Reconnection with an Ideal Tree [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-319-12027-0_6\"\n     onclick=\"log_download('rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014', 'http://doi.org/10.1007/978-3-319-12027-0_6', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>16 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-illanes-baier-realtimepathfindinginunknownterrainviareconnectionwithanidealtree-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/iberamia/riveraib14,\n  author\t= {Nicolas Rivera and Leon Illanes and Jorge A. Baier},\n  title\t\t= {Real-Time Pathfinding in Unknown Terrain via Reconnection\n\t\t  with an Ideal Tree},\n  booktitle\t= {Advances in Artificial Intelligence - {IBERAMIA} 2014 -\n\t\t  14th Ibero-American Conference on AI, Santiago de Chile,\n\t\t  Chile, November 24-27, 2014, Proceedings},\n  pages\t\t= {69--80},\n  year\t\t= {2014},\n  crossref\t= {DBLP:conf/iberamia/2014},\n  url\t\t= {https://doi.org/10.1007/978-3-319-12027-0\\_6},\n  doi\t\t= {10.1007/978-3-319-12027-0\\_6},\n  timestamp\t= {Sun, 21 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/iberamia/RiveraIB14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baral-giacomo-eiter-principlesofknowledgerepresentationandreasoningproceedingsofthefourteenthinternationalconferencekr2014viennaaustriajuly20242014-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/KR/kr14contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baral-giacomo-eiter-principlesofknowledgerepresentationandreasoningproceedingsofthefourteenthinternationalconferencekr2014viennaaustriajuly20242014-2014', 'http://www.aaai.org/Library/KR/kr14contents.php', event);\">\n    Principles of Knowledge Representation and Reasoning: Proceedings of the Fourteenth International Conference, KR 2014, Vienna, Austria, July 20-24, 2014.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baral, C.; Giacomo, G. D.;  and Eiter, T.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/KR/kr14contents.php\"\n     onclick=\"log_download('baral-giacomo-eiter-principlesofknowledgerepresentationandreasoningproceedingsofthefourteenthinternationalconferencekr2014viennaaustriajuly20242014-2014', 'http://www.aaai.org/Library/KR/kr14contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Principles of Knowledge Representation and Reasoning: Proceedings of the Fourteenth International Conference, KR 2014, Vienna, Austria, July 20-24, 2014 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baral-giacomo-eiter-principlesofknowledgerepresentationandreasoningproceedingsofthefourteenthinternationalconferencekr2014viennaaustriajuly20242014-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baral-giacomo-eiter-principlesofknowledgerepresentationandreasoningproceedingsofthefourteenthinternationalconferencekr2014viennaaustriajuly20242014-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/kr/2014,\n  editor\t= {Chitta Baral and Giuseppe De Giacomo and Thomas Eiter},\n  title\t\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Fourteenth International Conference,\n\t\t  {KR} 2014, Vienna, Austria, July 20-24, 2014},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2014},\n  url\t\t= {http://www.aaai.org/Library/KR/kr14contents.php},\n  isbn\t\t= {978-1-57735-657-8},\n  timestamp\t= {Thu, 31 Jul 2014 10:24:17 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/2014},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mombourquette-mcilraith-diagnosticproblemsolvingviaplanningwithonticandepistemicgoals-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mombourquette-mcilraith-diagnosticproblemsolvingviaplanningwithonticandepistemicgoals-2014', 'http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019', event);\">\n    Diagnostic Problem Solving via Planning with Ontic and Epistemic Goals.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; Mombourquette, B.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Principles of Knowledge Representation and Reasoning: Proceedings of the Fourteenth International Conference, KR 2014, Vienna, Austria, July 20-24, 2014</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019\"\n     onclick=\"log_download('baier-mombourquette-mcilraith-diagnosticproblemsolvingviaplanningwithonticandepistemicgoals-2014', 'http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Diagnostic Problem Solving via Planning with Ontic and Epistemic Goals [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mombourquette-mcilraith-diagnosticproblemsolvingviaplanningwithonticandepistemicgoals-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>71 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mombourquette-mcilraith-diagnosticproblemsolvingviaplanningwithonticandepistemicgoals-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/kr/baiermm14,\n  author\t= {Jorge A. Baier and Brent Mombourquette and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {Diagnostic Problem Solving via Planning with Ontic and\n\t\t  Epistemic Goals},\n  booktitle\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Fourteenth International Conference,\n\t\t  {KR} 2014, Vienna, Austria, July 20-24, 2014},\n  year\t\t= {2014},\n  crossref\t= {DBLP:conf/kr/2014},\n  url\t\t= {http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8019},\n  timestamp\t= {Thu, 31 Jul 2014 10:24:17 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/BaierMM14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"edelkamp-bartk-proceedingsoftheseventhannualsymposiumoncombinatorialsearchsocs2014pragueczechrepublic1517august2014-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs14contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'edelkamp-bartk-proceedingsoftheseventhannualsymposiumoncombinatorialsearchsocs2014pragueczechrepublic1517august2014-2014', 'http://www.aaai.org/Library/SOCS/socs14contents.php', event);\">\n    Proceedings of the Seventh Annual Symposium on Combinatorial Search, SOCS 2014, Prague, Czech Republic, 15-17 August 2014.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Edelkamp, S.;  and Barták, R.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs14contents.php\"\n     onclick=\"log_download('edelkamp-bartk-proceedingsoftheseventhannualsymposiumoncombinatorialsearchsocs2014pragueczechrepublic1517august2014-2014', 'http://www.aaai.org/Library/SOCS/socs14contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Seventh Annual Symposium on Combinatorial Search, SOCS 2014, Prague, Czech Republic, 15-17 August 2014 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/edelkamp-bartk-proceedingsoftheseventhannualsymposiumoncombinatorialsearchsocs2014pragueczechrepublic1517august2014-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('edelkamp-bartk-proceedingsoftheseventhannualsymposiumoncombinatorialsearchsocs2014pragueczechrepublic1517august2014-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2014,\n  editor\t= {Stefan Edelkamp and Roman Bart{\\&#x27;{a}}k},\n  title\t\t= {Proceedings of the Seventh Annual Symposium on\n\t\t  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,\n\t\t  15-17 August 2014},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2014},\n  url\t\t= {http://www.aaai.org/Library/SOCS/socs14contents.php},\n  isbn\t\t= {978-1-57735-676-9},\n  timestamp\t= {Thu, 31 Jul 2014 13:17:58 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2014},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-asn-baier-timeboundedbestfirstsearch-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-asn-baier-timeboundedbestfirstsearch-2014', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932', event);\">\n    Time-Bounded Best-First Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Asín, R.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Seventh Annual Symposium on Combinatorial Search, SOCS 2014, Prague, Czech Republic, 15-17 August 2014.</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932\"\n     onclick=\"log_download('hernndez-asn-baier-timeboundedbestfirstsearch-2014', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Time-Bounded Best-First Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-asn-baier-timeboundedbestfirstsearch-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>14 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-asn-baier-timeboundedbestfirstsearch-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hernandezab14,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Roberto As{\\&#x27;{\\i}}n and Jorge\n\t\t  A. Baier},\n  title\t\t= {Time-Bounded Best-First Search},\n  booktitle\t= {Proceedings of the Seventh Annual Symposium on\n\t\t  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,\n\t\t  15-17 August 2014.},\n  year\t\t= {2014},\n  crossref\t= {DBLP:conf/socs/2014},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8932},\n  timestamp\t= {Thu, 31 Jul 2014 13:17:58 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HernandezAB14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-towardasearchstrategyforanytimesearchinlinearspaceusingdepthfirstbranchandbound-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-towardasearchstrategyforanytimesearchinlinearspaceusingdepthfirstbranchandbound-2014', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935', event);\">\n    Toward a Search Strategy for Anytime Search in Linear Space Using Depth-First Branch and Bound.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Seventh Annual Symposium on Combinatorial Search, SOCS 2014, Prague, Czech Republic, 15-17 August 2014.</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935\"\n     onclick=\"log_download('hernndez-baier-towardasearchstrategyforanytimesearchinlinearspaceusingdepthfirstbranchandbound-2014', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Toward a Search Strategy for Anytime Search in Linear Space Using Depth-First Branch and Bound [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-towardasearchstrategyforanytimesearchinlinearspaceusingdepthfirstbranchandbound-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>20 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-towardasearchstrategyforanytimesearchinlinearspaceusingdepthfirstbranchandbound-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hernandezb14,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Toward a Search Strategy for Anytime Search in Linear\n\t\t  Space Using Depth-First Branch and Bound},\n  booktitle\t= {Proceedings of the Seventh Annual Symposium on\n\t\t  Combinatorial Search, {SOCS} 2014, Prague, Czech Republic,\n\t\t  15-17 August 2014.},\n  year\t\t= {2014},\n  crossref\t= {DBLP:conf/socs/2014},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS14/paper/view/8935},\n  timestamp\t= {Thu, 31 Jul 2014 13:17:58 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HernandezB14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://arxiv.org/abs/1401.5854\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2014', 'http://arxiv.org/abs/1401.5854', event);\">\n    Avoiding and Escaping Depressions in Real-Time Heuristic Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  <i>CoRR</i>, abs/1401.5854.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://arxiv.org/abs/1401.5854\"\n     onclick=\"log_download('hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2014', 'http://arxiv.org/abs/1401.5854', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Avoiding and Escaping Depressions in Real-Time Heuristic Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/corr/hernandezb14,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Avoiding and Escaping Depressions in Real-Time Heuristic\n\t\t  Search},\n  journal\t= {CoRR},\n  volume\t= {abs/1401.5854},\n  year\t\t= {2014},\n  url\t\t= {http://arxiv.org/abs/1401.5854},\n  archiveprefix\t= {arXiv},\n  eprint\t= {1401.5854},\n  timestamp\t= {Mon, 13 Aug 2018 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/corr/HernandezB14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1613/jair.4292\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014', 'https://doi.org/10.1613/jair.4292', event);\">\n    Reconnection with the Ideal Tree: A New Approach to Real-Time Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; Illanes, L.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  <i>J. Artif. Intell. Res.</i>, 50: 235–264.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1613/jair.4292\"\n     onclick=\"log_download('rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014', 'https://doi.org/10.1613/jair.4292', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Reconnection with the Ideal Tree: A New Approach to Real-Time Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1613/jair.4292\"\n     onclick=\"log_download('rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014', 'http://doi.org/10.1613/jair.4292', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>17 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-illanes-baier-hernndez-reconnectionwiththeidealtreeanewapproachtorealtimesearch-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/jair/riveraibh14,\n  author\t= {Nicolas Rivera and Leon Illanes and Jorge A. Baier and\n\t\t  Carlos Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Reconnection with the Ideal Tree: {A} New Approach to\n\t\t  Real-Time Search},\n  journal\t= {J. Artif. Intell. Res.},\n  volume\t= {50},\n  pages\t\t= {235--264},\n  year\t\t= {2014},\n  url\t\t= {https://doi.org/10.1613/jair.4292},\n  doi\t\t= {10.1613/jair.4292},\n  timestamp\t= {Wed, 21 Jun 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/jair/RiveraIBH14},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"han-hsiao-parra-astudyofmobileinformationexplorationwithmultitouchinteractions-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'han-hsiao-parra-astudyofmobileinformationexplorationwithmultitouchinteractions-2014', 'http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf', event);\">\n    A Study of Mobile Information Exploration with Multi-Touch Interactions.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Han, S.; Hsiao, I.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 2014 International Social Computing, Behavioral Modeling and Prediction Conference</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf\"\n     onclick=\"log_download('han-hsiao-parra-astudyofmobileinformationexplorationwithmultitouchinteractions-2014', 'http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"A Study of Mobile Information Exploration with Multi-Touch Interactions [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/han-hsiao-parra-astudyofmobileinformationexplorationwithmultitouchinteractions-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('han-hsiao-parra-astudyofmobileinformationexplorationwithmultitouchinteractions-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  han2014study,\n  author\t= {Han, Shuguang and Hsiao, I-Han and Parra, Denis},\n  booktitle\t= {Proceedings of the 2014 International Social Computing,\n\t\t  Behavioral Modeling and Prediction Conference},\n  title\t\t= {A Study of Mobile Information Exploration with Multi-Touch\n\t\t  Interactions},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf},\n  year\t\t= {2014},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/SBP_2014.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lacic-kowald-seitlinger-trattner-parra-recommendingitemsinsocialtaggingsystemsusingtagandtimeinformation-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Recommending Items in Social Tagging Systems Using Tag and Time Information.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lacic, E.; Kowald, D.; Seitlinger, P.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lacic-kowald-seitlinger-trattner-parra-recommendingitemsinsocialtaggingsystemsusingtagandtimeinformation-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lacic-kowald-seitlinger-trattner-parra-recommendingitemsinsocialtaggingsystemsusingtagandtimeinformation-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lacic2014recommending,\n  author\t= {Lacic, Emanuel and Kowald, Dominik and Seitlinger, Paul\n\t\t  and Trattner, Christoph and Parra, Denis},\n  journal\t= {arXiv preprint arXiv:1406.7727},\n  title\t\t= {Recommending Items in Social Tagging Systems Using Tag and\n\t\t  Time Information},\n  year\t\t= {2014}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lacic-kowald-eberhard-trattner-parra-marinho-utilizingonlinesocialnetworkandlocationbaseddatatorecommenditemsinanonlinemarketplace-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Utilizing Online Social Network and Location-Based Data to Recommend Items in an Online Marketplace.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lacic, E.; Kowald, D.; Eberhard, L.; Trattner, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Marinho, L.\n</span>\n\n  \n\n</span>\n\n  In  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lacic-kowald-eberhard-trattner-parra-marinho-utilizingonlinesocialnetworkandlocationbaseddatatorecommenditemsinanonlinemarketplace-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lacic-kowald-eberhard-trattner-parra-marinho-utilizingonlinesocialnetworkandlocationbaseddatatorecommenditemsinanonlinemarketplace-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lacic2014utilizing,\n  author\t= {Lacic, Emanuel and Kowald, Dominik and Eberhard, Lukas and\n\t\t  Trattner, Christoph and Parra, Denis and Marinho, Leandro},\n  journal\t= {arXiv preprint arXiv:1405.1837},\n  title\t\t= {Utilizing Online Social Network and Location-Based Data to\n\t\t  Recommend Items in an Online Marketplace},\n  year\t\t= {2014}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014', 'http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf', event);\">\n    Towards a Scalable Social Recommender Engine for Online Marketplaces: The Case of Apache Solr.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lacic, E.; Kowald, D.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Kahr, M.;  and Trattner, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 23rd International Conference on World Wide Web</i>, of <i>WWW '14 Companion</i>, pages 817–822, Republic and Canton of Geneva, Switzerland,  2014. International World Wide Web Conferences Steering Committee\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf\"\n     onclick=\"log_download('lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014', 'http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Towards a Scalable Social Recommender Engine for Online Marketplaces: The Case of Apache Solr [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2567948.2579245\"\n     onclick=\"log_download('lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014', 'http://doi.org/10.1145/2567948.2579245', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lacic-kowald-parra-kahr-trattner-towardsascalablesocialrecommenderengineforonlinemarketplacesthecaseofapachesolr-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lacic:2014:tss:2567948.2579245,\n  author\t= {Lacic, Emanuel and Kowald, Dominik and Parra, Denis and\n\t\t  Kahr, Martin and Trattner, Christoph},\n  title\t\t= {Towards a Scalable Social Recommender Engine for Online\n\t\t  Marketplaces: The Case of Apache Solr},\n  booktitle\t= {Proceedings of the 23rd International Conference on World\n\t\t  Wide Web},\n  series\t= {WWW &#x27;14 Companion},\n  year\t\t= {2014},\n  isbn\t\t= {978-1-4503-2745-9},\n  location\t= {Seoul, Korea},\n  pages\t\t= {817--822},\n  numpages\t= {6},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/p817-lacic.pdf},\n  doi\t\t= {10.1145/2567948.2579245},\n  acmid\t\t= {2579245},\n  publisher\t= {International World Wide Web Conferences Steering\n\t\t  Committee},\n  address\t= {Republic and Canton of Geneva, Switzerland},\n  keywords\t= {apache solr, online marketplaces, scalability, social\n\t\t  recommender engine}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf', event);\">\n    Discriminative Hierarchical Modeling of Spatio-Temporally Composable Human Activities.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lillo, I.; Niebles, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>CVPR</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf\"\n     onclick=\"log_download('lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Discriminative Hierarchical Modeling of Spatio-Temporally Composable Human Activities [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>33 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lillo-niebles-soto-discriminativehierarchicalmodelingofspatiotemporallycomposablehumanactivities-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lillo:etal:2014,\n  author\t= {I. Lillo and JC. Niebles and A. Soto},\n  title\t\t= {Discriminative Hierarchical Modeling of Spatio-Temporally\n\t\t  Composable Human Activities},\n  booktitle\t= {{CVPR}},\n  year\t\t= {2014},\n  abstract\t= {This paper proposes a framework for recognizing complex\n\t\t  human activities in videos. Our method describes human\n\t\t  activities in a hierarchical discriminative model that\n\t\t  operates at three semantic levels. At the lower level, body\n\t\t  poses are encoded in a representative but discriminative\n\t\t  pose dictionary. At the intermediate level, encoded poses\n\t\t  span a space where simple human actions are composed. At\n\t\t  the highest level, our model captures temporal and spatial\n\t\t  compositions of actions into complex human activities. Our\n\t\t  human activity classifier simultaneously models which body\n\t\t  parts are relevant to the action of interest as well as\n\t\t  their appearance and composition using a discriminative\n\t\t  approach. By formulating model learning in a max-margin\n\t\t  framework, our approach achieves powerful multi-class\n\t\t  discrimination while providing useful annotations at the\n\t\t  intermediate semantic level. We show how our hierarchical\n\t\t  compositional model provides natural handling of\n\t\t  occlusions. To evaluate the effectiveness of our proposed\n\t\t  framework, we introduce a new dataset of composed human\n\t\t  activities. We provide empirical evidence that our method\n\t\t  achieves state-of-the-art activity classification\n\t\t  performance on several benchmark datasets.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/activities-CVPR-14.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This paper proposes a framework for recognizing complex human activities in videos. Our method describes human activities in a hierarchical discriminative model that operates at three semantic levels. At the lower level, body poses are encoded in a representative but discriminative pose dictionary. At the intermediate level, encoded poses span a space where simple human actions are composed. At the highest level, our model captures temporal and spatial compositions of actions into complex human activities. Our human activity classifier simultaneously models which body parts are relevant to the action of interest as well as their appearance and composition using a discriminative approach. By formulating model learning in a max-margin framework, our approach achieves powerful multi-class discrimination while providing useful annotations at the intermediate semantic level. We show how our hierarchical compositional model provides natural handling of occlusions. To evaluate the effectiveness of our proposed framework, we introduce a new dataset of composed human activities. We provide empirical evidence that our method achieves state-of-the-art activity classification performance on several benchmark datasets.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014', 'http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf', event);\">\n    See What You Want to See: Visual User-Driven Approach for Hybrid Recommendation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Brusilovsky, P.;  and Trattner, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 19th international conference on Intelligent User Interfaces</i>, pages 235–240,  2014. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf\"\n     onclick=\"log_download('parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014', 'http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"See What You Want to See: Visual User-Driven Approach for Hybrid Recommendation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>7 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-brusilovsky-trattner-seewhatyouwanttoseevisualuserdrivenapproachforhybridrecommendation-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2014see,\n  author\t= {Parra, Denis and Brusilovsky, Peter and Trattner,\n\t\t  Christoph},\n  booktitle\t= {Proceedings of the 19th international conference on\n\t\t  Intelligent User Interfaces},\n  organization\t= {ACM},\n  pages\t\t= {235--240},\n  title\t\t= {See What You Want to See: Visual User-Driven Approach for\n\t\t  Hybrid Recommendation},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf},\n  year\t\t= {2014},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI2014Setfusion.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf', event);\">\n    Embedded local feature selection within mixture of experts.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Information Sciences</i>, 269: 176-187.  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf\"\n     onclick=\"log_download('peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Embedded local feature selection within mixture of experts [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>9 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-soto-embeddedlocalfeatureselectionwithinmixtureofexperts-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  peralta:soto:2014,\n  author\t= {B. Peralta and A. Soto},\n  title\t\t= {Embedded local feature selection within mixture of\n\t\t  experts},\n  journal\t= {Information Sciences},\n  volume\t= {269},\n  pages\t\t= {176-187},\n  year\t\t= {2014},\n  abstract\t= {A useful strategy to deal with complex classification\n\t\t  scenarios is the divide and conquer approach. The mixture\n\t\t  of experts (MoE) technique makes use of this strategy by\n\t\t  jointly training a set of classifiers, or experts, that are\n\t\t  specialized in different regions of the input space. A\n\t\t  global model, or gate function, complements the experts by\n\t\t  learning a function that weighs their relevance in\n\t\t  different parts of the input space. Local feature selection\n\t\t  appears as an attractive alternative to improve the\n\t\t  specialization of experts and gate function, particularly,\n\t\t  in the case of high dimensional data. In general, subsets\n\t\t  of dimensions, or subspaces, are usually more appropriate\n\t\t  to classify instances located in different regions of the\n\t\t  input space. Accordingly, this work contributes with a\n\t\t  regularized variant of MoE that incorporates an embedded\n\t\t  process for local feature selection using\n\t\t  L1-regularization. Experiments using artificial and\n\t\t  real-world datasets provide evidence that the proposed\n\t\t  method improves the classical MoE technique, in terms of\n\t\t  accuracy and sparseness of the solution. Furthermore, our\n\t\t  results indicate that the advantages of the proposed\n\t\t  technique increase with the dimensionality of the data.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/RMoE.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  A useful strategy to deal with complex classification scenarios is the divide and conquer approach. The mixture of experts (MoE) technique makes use of this strategy by jointly training a set of classifiers, or experts, that are specialized in different regions of the input space. A global model, or gate function, complements the experts by learning a function that weighs their relevance in different parts of the input space. Local feature selection appears as an attractive alternative to improve the specialization of experts and gate function, particularly, in the case of high dimensional data. In general, subsets of dimensions, or subspaces, are usually more appropriate to classify instances located in different regions of the input space. Accordingly, this work contributes with a regularized variant of MoE that incorporates an embedded process for local feature selection using L1-regularization. Experiments using artificial and real-world datasets provide evidence that the proposed method improves the classical MoE technique, in terms of accuracy and sparseness of the solution. Furthermore, our results indicate that the advantages of the proposed technique increase with the dimensionality of the data.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"pichara-soto-localfeatureselectionusinggaussianprocessregression-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'pichara-soto-localfeatureselectionusinggaussianprocessregression-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf', event);\">\n    Local Feature Selection Using Gaussian Process Regression.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Pichara, K.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Intelligent Data Analysis (IDA)</i>, 18(3).  2014.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf\"\n     onclick=\"log_download('pichara-soto-localfeatureselectionusinggaussianprocessregression-2014', 'http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Local Feature Selection Using Gaussian Process Regression [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/pichara-soto-localfeatureselectionusinggaussianprocessregression-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>22 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('pichara-soto-localfeatureselectionusinggaussianprocessregression-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  pichara:etal:2014,\n  author\t= {K. Pichara and A. Soto},\n  title\t\t= {Local Feature Selection Using Gaussian Process\n\t\t  Regression},\n  journal\t= {Intelligent Data Analysis (IDA)},\n  volume\t= {18},\n  number\t= {3},\n  year\t\t= {2014},\n  abstract\t= {Most feature selection algorithms determine a global\n\t\t  subset of features, where all data instances are projected\n\t\t  in order to improve classification accuracy. An attractive\n\t\t  alternative solution is to adaptively find a local subset\n\t\t  of features for each data instance, such that, the\n\t\t  classification of each instance is performed according to\n\t\t  its own selective subspace. This paper presents a novel\n\t\t  application of Gaussian Processes that improves\n\t\t  classification performance by learning discriminative local\n\t\t  subsets of features for each instance in a dataset.\n\t\t  Gaussian Processes are used to build for each available\n\t\t  feature a function that estimates the discriminative power\n\t\t  of the feature over all the input space. Using these\n\t\t  functions, we are able to determine a discriminative\n\t\t  subspace for each possible instance by locally joining the\n\t\t  features that present the highest levels of discriminative\n\t\t  power. New instances are then classified by using a K-NN\n\t\t  classifier that operates in the local subspaces.\n\t\t  Experimental results show that by using local\n\t\t  discriminative subspaces, we are able to reach higher\n\t\t  levels of accuracy than alternative state-of-the-art\n\t\t  feature selection approaches. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Karim-IDA-2014.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Most feature selection algorithms determine a global subset of features, where all data instances are projected in order to improve classification accuracy. An attractive alternative solution is to adaptively find a local subset of features for each data instance, such that, the classification of each instance is performed according to its own selective subspace. This paper presents a novel application of Gaussian Processes that improves classification performance by learning discriminative local subsets of features for each instance in a dataset. Gaussian Processes are used to build for each available feature a function that estimates the discriminative power of the feature over all the input space. Using these functions, we are able to determine a discriminative subspace for each possible instance by locally joining the features that present the highest levels of discriminative power. New instances are then classified by using a K-NN classifier that operates in the local subspaces. Experimental results show that by using local discriminative subspaces, we are able to reach higher levels of accuracy than alternative state-of-the-art feature selection approaches. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014', 'http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf', event);\">\n    Who will Trade with Whom? Predicting Buyer-Seller Interactions in Online Trading Platforms through Social Networks.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Trattner, C.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Eberhard, L.;  and Wen, X.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 23rd international conference companion on World wide web</i>,  2014. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf\"\n     onclick=\"log_download('trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014', 'http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Who will Trade with Whom? Predicting Buyer-Seller Interactions in Online Trading Platforms through Social Networks [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('trattner-parra-eberhard-wen-whowilltradewithwhompredictingbuyersellerinteractionsinonlinetradingplatformsthroughsocialnetworks-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  trattner2014will,\n  author\t= {Trattner, Christoph and Parra, Denis and Eberhard, Lukas\n\t\t  and Wen, Xidao},\n  booktitle\t= {Proceedings of the 23rd international conference companion\n\t\t  on World wide web},\n  title\t\t= {Who will Trade with Whom? Predicting Buyer-Seller\n\t\t  Interactions in Online Trading Platforms through Social\n\t\t  Networks},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf},\n  year\t\t= {2014},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/whowilltrade_www14.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"wen-parra-trattner-howgroupsofpeopleinteractwitheachotherontwitterduringacademicconferences-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'wen-parra-trattner-howgroupsofpeopleinteractwitheachotherontwitterduringacademicconferences-2014', 'http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf', event);\">\n    How groups of people interact with each other on Twitter during academic conferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Wen, X.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Trattner, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the companion publication of the 17th ACM conference on Computer supported cooperative work & social computing</i>, pages 253–256,  2014. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf\"\n     onclick=\"log_download('wen-parra-trattner-howgroupsofpeopleinteractwitheachotherontwitterduringacademicconferences-2014', 'http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"How groups of people interact with each other on Twitter during academic conferences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/wen-parra-trattner-howgroupsofpeopleinteractwitheachotherontwitterduringacademicconferences-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('wen-parra-trattner-howgroupsofpeopleinteractwitheachotherontwitterduringacademicconferences-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  wen2014groups,\n  author\t= {Wen, Xidao and Parra, Denis and Trattner, Christoph},\n  booktitle\t= {Proceedings of the companion publication of the 17th ACM\n\t\t  conference on Computer supported cooperative work \\&amp; social\n\t\t  computing},\n  organization\t= {ACM},\n  pages\t\t= {253--256},\n  title\t\t= {How groups of people interact with each other on Twitter\n\t\t  during academic conferences},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf},\n  year\t\t= {2014},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/Wen_CSCW14.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014', 'http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf', event);\">\n    Twitter in Academic Conferences: Usage, Networking and Participation over Time.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Wen, X.; Lin, Y.; Trattner, C.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 25th ACM Conference on Hypertext and Social Media</i>, of <i>HT '14</i>, pages 285–290, New York, NY, USA,  2014. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf\"\n     onclick=\"log_download('wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014', 'http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Twitter in Academic Conferences: Usage, Networking and Participation over Time [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1145/2631775.2631826\"\n     onclick=\"log_download('wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014', 'http://doi.org/10.1145/2631775.2631826', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('wen-lin-trattner-parra-twitterinacademicconferencesusagenetworkingandparticipationovertime-2014')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  wen:2014:tac:2631775.2631826,\n  author\t= {Wen, Xidao and Lin, Yu-Ru and Trattner, Christoph and\n\t\t  Parra, Denis},\n  title\t\t= {Twitter in Academic Conferences: Usage, Networking and\n\t\t  Participation over Time},\n  booktitle\t= {Proceedings of the 25th ACM Conference on Hypertext and\n\t\t  Social Media},\n  series\t= {HT &#x27;14},\n  year\t\t= {2014},\n  isbn\t\t= {978-1-4503-2954-5},\n  location\t= {Santiago, Chile},\n  pages\t\t= {285--290},\n  numpages\t= {6},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/ht75s-wen.pdf},\n  doi\t\t= {10.1145/2631775.2631826},\n  acmid\t\t= {2631826},\n  publisher\t= {ACM},\n  address\t= {New York, NY, USA},\n  keywords\t= {academic conferences, interactions, retention, twitter,\n\t\t  usage}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2013\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2013')\"\n      onkeypress=\"toggleGroup('group_2013')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2013</span>\n      <span class=\"bibbase_group_count\">\n        \n        (20)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf', event);\">\n    Human Action Recognition from Inter-Temporal Dictionaries of Key-Sequences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Alfaro, A.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>6th Pacific-Rim Symposium on Image and Video Technology, PSIVT</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf\"\n     onclick=\"log_download('alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Human Action Recognition from Inter-Temporal Dictionaries of Key-Sequences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>14 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('alfaro-mery-soto-humanactionrecognitionfromintertemporaldictionariesofkeysequences-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  alfaro:etal:2013,\n  author\t= { A. Alfaro and D. Mery and A. Soto},\n  title\t\t= {Human Action Recognition from Inter-Temporal Dictionaries\n\t\t  of Key-Sequences},\n  booktitle\t= {6th Pacific-Rim Symposium on Image and Video Technology,\n\t\t  PSIVT},\n  year\t\t= {2013},\n  abstract\t= {This paper addresses the human action recognition in video\n\t\t  by proposing a method based on three main processing steps.\n\t\t  First, we tackle problems related to intraclass variations\n\t\t  and differences in video lengths. We achieve this by\n\t\t  reducing an input video to a set of key-sequences that\n\t\t  represent atomic meaningful acts of each action class.\n\t\t  Second, we use sparse coding techniques to learn a\n\t\t  representation for each key-sequence. We then join these\n\t\t  representations still preserving information about temporal\n\t\t  relationships. We believe that this is a key step of our\n\t\t  approach because it provides not only a suitable shared rep\n\t\t  resentation to characterize atomic acts, but it also\n\t\t  encodes global tem poral consistency among these acts.\n\t\t  Accordingly, we call this represen tation inter-temporal\n\t\t  acts descriptor. Third, we use this representation and\n\t\t  sparse coding techniques to classify new videos. Finally,\n\t\t  we show that, our approach outperforms several\n\t\t  state-of-the-art methods when is tested using common\n\t\t  benchmarks.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Anali-PSIVT-13.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This paper addresses the human action recognition in video by proposing a method based on three main processing steps. First, we tackle problems related to intraclass variations and differences in video lengths. We achieve this by reducing an input video to a set of key-sequences that represent atomic meaningful acts of each action class. Second, we use sparse coding techniques to learn a representation for each key-sequence. We then join these representations still preserving information about temporal relationships. We believe that this is a key step of our approach because it provides not only a suitable shared rep resentation to characterize atomic acts, but it also encodes global tem poral consistency among these acts. Accordingly, we call this represen tation inter-temporal acts descriptor. Third, we use this representation and sparse coding techniques to classify new videos. Finally, we show that, our approach outperforms several state-of-the-art methods when is tested using common benchmarks.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai13contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013', 'http://www.aaai.org/Library/AAAI/aaai13contents.php', event);\">\n    Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, USA.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  desJardins , M.;  and Littman, M. L.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AAAI/aaai13contents.php\"\n     onclick=\"log_download('desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013', 'http://www.aaai.org/Library/AAAI/aaai13contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, USA [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('desjardins-littman-proceedingsofthetwentyseventhaaaiconferenceonartificialintelligencejuly14182013bellevuewashingtonusa-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2013,\n  editor\t= {Marie desJardins and Michael L. Littman},\n  title\t\t= {Proceedings of the Twenty-Seventh {AAAI} Conference on\n\t\t  Artificial Intelligence, July 14-18, 2013, Bellevue,\n\t\t  Washington, {USA}},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2013},\n  url\t\t= {http://www.aaai.org/Library/AAAI/aaai13contents.php},\n  isbn\t\t= {978-1-57735-615-8},\n  timestamp\t= {Tue, 17 Dec 2013 19:26:12 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2013},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"davismendelow-baier-mcilraith-assumptionbasedplanninggeneratingplansandexplanationsunderincompleteknowledge-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'davismendelow-baier-mcilraith-assumptionbasedplanninggeneratingplansandexplanationsunderincompleteknowledge-2013', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466', event);\">\n    Assumption-Based Planning: Generating Plans and Explanations under Incomplete Knowledge.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Davis-Mendelow, S.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, July 14-18, 2013, Bellevue, Washington, USA.</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466\"\n     onclick=\"log_download('davismendelow-baier-mcilraith-assumptionbasedplanninggeneratingplansandexplanationsunderincompleteknowledge-2013', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Assumption-Based Planning: Generating Plans and Explanations under Incomplete Knowledge [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/davismendelow-baier-mcilraith-assumptionbasedplanninggeneratingplansandexplanationsunderincompleteknowledge-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>38 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('davismendelow-baier-mcilraith-assumptionbasedplanninggeneratingplansandexplanationsunderincompleteknowledge-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/davis-mendelowbm13,\n  author\t= {Sammy Davis{-}Mendelow and Jorge A. Baier and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {Assumption-Based Planning: Generating Plans and\n\t\t  Explanations under Incomplete Knowledge},\n  booktitle\t= {Proceedings of the Twenty-Seventh {AAAI} Conference on\n\t\t  Artificial Intelligence, July 14-18, 2013, Bellevue,\n\t\t  Washington, {USA.}},\n  year\t\t= {2013},\n  crossref\t= {DBLP:conf/aaai/2013},\n  url\t\t= {http://www.aaai.org/ocs/index.php/AAAI/AAAI13/paper/view/6466},\n  timestamp\t= {Tue, 17 Dec 2013 19:26:12 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/Davis-MendelowBM13},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"borrajo-kambhampati-oddi-fratini-proceedingsofthetwentythirdinternationalconferenceonautomatedplanningandschedulingicaps2013romeitalyjune10142013-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps13contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'borrajo-kambhampati-oddi-fratini-proceedingsofthetwentythirdinternationalconferenceonautomatedplanningandschedulingicaps2013romeitalyjune10142013-2013', 'http://www.aaai.org/Library/ICAPS/icaps13contents.php', event);\">\n    Proceedings of the Twenty-Third International Conference on Automated Planning and Scheduling, ICAPS 2013, Rome, Italy, June 10-14, 2013.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Borrajo, D.; Kambhampati, S.; Oddi, A.;  and Fratini, S.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/icaps13contents.php\"\n     onclick=\"log_download('borrajo-kambhampati-oddi-fratini-proceedingsofthetwentythirdinternationalconferenceonautomatedplanningandschedulingicaps2013romeitalyjune10142013-2013', 'http://www.aaai.org/Library/ICAPS/icaps13contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Twenty-Third International Conference on Automated Planning and Scheduling, ICAPS 2013, Rome, Italy, June 10-14, 2013 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/borrajo-kambhampati-oddi-fratini-proceedingsofthetwentythirdinternationalconferenceonautomatedplanningandschedulingicaps2013romeitalyjune10142013-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('borrajo-kambhampati-oddi-fratini-proceedingsofthetwentythirdinternationalconferenceonautomatedplanningandschedulingicaps2013romeitalyjune10142013-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2013,\n  editor\t= {Daniel Borrajo and Subbarao Kambhampati and Angelo Oddi\n\t\t  and Simone Fratini},\n  title\t\t= {Proceedings of the Twenty-Third International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2013, Rome,\n\t\t  Italy, June 10-14, 2013},\n  publisher\t= {{AAAI}},\n  year\t\t= {2013},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/icaps13contents.php},\n  isbn\t\t= {978-1-57735-609-7},\n  timestamp\t= {Wed, 29 Mar 2017 16:45:27 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2013},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"botea-baier-harabor-hernndez-movingtargetsearchwithcompressedpathdatabases-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'botea-baier-harabor-hernndez-movingtargetsearchwithcompressedpathdatabases-2013', 'http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001', event);\">\n    Moving Target Search with Compressed Path Databases.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Botea, A.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; Harabor, D.;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Third International Conference on Automated Planning and Scheduling, ICAPS 2013, Rome, Italy, June 10-14, 2013</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001\"\n     onclick=\"log_download('botea-baier-harabor-hernndez-movingtargetsearchwithcompressedpathdatabases-2013', 'http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Moving Target Search with Compressed Path Databases [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/botea-baier-harabor-hernndez-movingtargetsearchwithcompressedpathdatabases-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('botea-baier-harabor-hernndez-movingtargetsearchwithcompressedpathdatabases-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/boteabhh13,\n  author\t= {Adi Botea and Jorge A. Baier and Daniel Harabor and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Moving Target Search with Compressed Path Databases},\n  booktitle\t= {Proceedings of the Twenty-Third International Conference\n\t\t  on Automated Planning and Scheduling, {ICAPS} 2013, Rome,\n\t\t  Italy, June 10-14, 2013},\n  year\t\t= {2013},\n  crossref\t= {DBLP:conf/aips/2013},\n  url\t\t= {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS13/paper/view/6001},\n  timestamp\t= {Wed, 29 Mar 2017 16:45:27 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/BoteaBHH13},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"gini-shehory-ito-jonker-internationalconferenceonautonomousagentsandmultiagentsystemsaamas13saintpaulmnusamay6102013-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2484920\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'gini-shehory-ito-jonker-internationalconferenceonautonomousagentsandmultiagentsystemsaamas13saintpaulmnusamay6102013-2013', 'http://dl.acm.org/citation.cfm?id=2484920', event);\">\n    International conference on Autonomous Agents and Multi-Agent Systems, AAMAS '13, Saint Paul, MN, USA, May 6-10, 2013.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Gini, M. L.; Shehory, O.; Ito, T.;  and Jonker, C. M.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  IFAAMAS.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2484920\"\n     onclick=\"log_download('gini-shehory-ito-jonker-internationalconferenceonautonomousagentsandmultiagentsystemsaamas13saintpaulmnusamay6102013-2013', 'http://dl.acm.org/citation.cfm?id=2484920', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"International conference on Autonomous Agents and Multi-Agent Systems, AAMAS &#x27;13, Saint Paul, MN, USA, May 6-10, 2013 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/gini-shehory-ito-jonker-internationalconferenceonautonomousagentsandmultiagentsystemsaamas13saintpaulmnusamay6102013-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('gini-shehory-ito-jonker-internationalconferenceonautonomousagentsandmultiagentsystemsaamas13saintpaulmnusamay6102013-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/atal/2013,\n  editor\t= {Maria L. Gini and Onn Shehory and Takayuki Ito and\n\t\t  Catholijn M. Jonker},\n  title\t\t= {International conference on Autonomous Agents and\n\t\t  Multi-Agent Systems, {AAMAS} &#x27;13, Saint Paul, MN, USA, May\n\t\t  6-10, 2013},\n  publisher\t= {{IFAAMAS}},\n  year\t\t= {2013},\n  url\t\t= {http://dl.acm.org/citation.cfm?id=2484920},\n  isbn\t\t= {978-1-4503-1993-5},\n  timestamp\t= {Fri, 28 Jun 2013 12:19:40 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/atal/2013},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-baier-hernndez-weightedrealtimeheuristicsearch-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2485012\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-baier-hernndez-weightedrealtimeheuristicsearch-2013', 'http://dl.acm.org/citation.cfm?id=2485012', event);\">\n    Weighted real-time heuristic search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  In <i>International conference on Autonomous Agents and Multi-Agent Systems, AAMAS '13, Saint Paul, MN, USA, May 6-10, 2013</i>, pages 579–586,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2485012\"\n     onclick=\"log_download('rivera-baier-hernndez-weightedrealtimeheuristicsearch-2013', 'http://dl.acm.org/citation.cfm?id=2485012', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Weighted real-time heuristic search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-baier-hernndez-weightedrealtimeheuristicsearch-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-baier-hernndez-weightedrealtimeheuristicsearch-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/atal/riverabh13,\n  author\t= {Nicolas Rivera and Jorge A. Baier and Carlos\n\t\t  Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Weighted real-time heuristic search},\n  booktitle\t= {International conference on Autonomous Agents and\n\t\t  Multi-Agent Systems, {AAMAS} &#x27;13, Saint Paul, MN, USA, May\n\t\t  6-10, 2013},\n  pages\t\t= {579--586},\n  year\t\t= {2013},\n  crossref\t= {DBLP:conf/atal/2013},\n  url\t\t= {http://dl.acm.org/citation.cfm?id=2485012},\n  timestamp\t= {Fri, 28 Jun 2013 12:19:40 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/atal/RiveraBH13},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Hierarchical Joint Max-Margin Learning of Mid and Top Level Representations for Visual Recognition.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>ICCV</i>, pages 1697–1704,  2013. IEEE Computer Society\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/iccv/lobelvs13,\n  author\t= {Hans Lobel and Ren{\\&#x27;{e}} Vidal and Alvaro Soto},\n  title\t\t= {Hierarchical Joint Max-Margin Learning of Mid and Top\n\t\t  Level Representations for Visual Recognition},\n  booktitle\t= {{ICCV}},\n  pages\t\t= {1697--1704},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {2013}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Joint Dictionary and Classifier Learning for Categorization of Images Using a Max-margin Framework.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>PSIVT</i>, volume 8333, of <i>Lecture Notes in Computer Science</i>, pages 87–98,  2013. Springer\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>7 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/psivt/lobelvms13,\n  author\t= {Hans Lobel and Ren{\\&#x27;{e}} Vidal and Domingo Mery and\n\t\t  Alvaro Soto},\n  title\t\t= {Joint Dictionary and Classifier Learning for\n\t\t  Categorization of Images Using a Max-margin Framework},\n  booktitle\t= {{PSIVT}},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {8333},\n  pages\t\t= {87--98},\n  publisher\t= {Springer},\n  year\t\t= {2013}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"helmert-rger-proceedingsofthesixthannualsymposiumoncombinatorialsearchsocs2013leavenworthwashingtonusajuly11132013-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs13contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'helmert-rger-proceedingsofthesixthannualsymposiumoncombinatorialsearchsocs2013leavenworthwashingtonusajuly11132013-2013', 'http://www.aaai.org/Library/SOCS/socs13contents.php', event);\">\n    Proceedings of the Sixth Annual Symposium on Combinatorial Search, SOCS 2013, Leavenworth, Washington, USA, July 11-13, 2013.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Helmert, M.;  and Röger, G.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/SOCS/socs13contents.php\"\n     onclick=\"log_download('helmert-rger-proceedingsofthesixthannualsymposiumoncombinatorialsearchsocs2013leavenworthwashingtonusajuly11132013-2013', 'http://www.aaai.org/Library/SOCS/socs13contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Sixth Annual Symposium on Combinatorial Search, SOCS 2013, Leavenworth, Washington, USA, July 11-13, 2013 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/helmert-rger-proceedingsofthesixthannualsymposiumoncombinatorialsearchsocs2013leavenworthwashingtonusajuly11132013-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('helmert-rger-proceedingsofthesixthannualsymposiumoncombinatorialsearchsocs2013leavenworthwashingtonusajuly11132013-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2013,\n  editor\t= {Malte Helmert and Gabriele R{\\&quot;{o}}ger},\n  title\t\t= {Proceedings of the Sixth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2013, Leavenworth, Washington, USA, July\n\t\t  11-13, 2013},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2013},\n  url\t\t= {http://www.aaai.org/Library/SOCS/socs13contents.php},\n  isbn\t\t= {978-1-57735-584-7},\n  timestamp\t= {Tue, 20 Aug 2013 16:04:32 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2013},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"rivera-illanes-baier-hernndez-reconnectingwiththeidealtreeanalternativetoheuristiclearninginrealtimesearch-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'rivera-illanes-baier-hernndez-reconnectingwiththeidealtreeanalternativetoheuristiclearninginrealtimesearch-2013', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270', event);\">\n    Reconnecting with the Ideal Tree: An Alternative to Heuristic Learning in Real-Time Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Rivera, N.; Illanes, L.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Hernández, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Sixth Annual Symposium on Combinatorial Search, SOCS 2013, Leavenworth, Washington, USA, July 11-13, 2013.</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270\"\n     onclick=\"log_download('rivera-illanes-baier-hernndez-reconnectingwiththeidealtreeanalternativetoheuristiclearninginrealtimesearch-2013', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Reconnecting with the Ideal Tree: An Alternative to Heuristic Learning in Real-Time Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/rivera-illanes-baier-hernndez-reconnectingwiththeidealtreeanalternativetoheuristiclearninginrealtimesearch-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('rivera-illanes-baier-hernndez-reconnectingwiththeidealtreeanalternativetoheuristiclearninginrealtimesearch-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/riveraibh13,\n  author\t= {Nicolas Rivera and Leon Illanes and Jorge A. Baier and\n\t\t  Carlos Hern{\\&#x27;{a}}ndez},\n  title\t\t= {Reconnecting with the Ideal Tree: An Alternative to\n\t\t  Heuristic Learning in Real-Time Search},\n  booktitle\t= {Proceedings of the Sixth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2013, Leavenworth, Washington, USA, July\n\t\t  11-13, 2013.},\n  year\t\t= {2013},\n  crossref\t= {DBLP:conf/socs/2013},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS13/paper/view/7270},\n  timestamp\t= {Tue, 20 Aug 2013 16:04:32 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/RiveraIBH13},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf', event);\">\n    Indoor Scene Recognition by a Mobile Robot Through Adaptive Object Detection.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Espinace, P.; Kollar, T.; Roy, N.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Robotics and Autonomous Systems</i>, 61(9).  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf\"\n     onclick=\"log_download('espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Indoor Scene Recognition by a Mobile Robot Through Adaptive Object Detection [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('espinace-kollar-roy-soto-indoorscenerecognitionbyamobilerobotthroughadaptiveobjectdetection-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  espinace:etal:2013,\n  author\t= {P. Espinace and T. Kollar and N. Roy and A. Soto},\n  title\t\t= {Indoor Scene Recognition by a Mobile Robot Through\n\t\t  Adaptive Object Detection},\n  journal\t= {Robotics and Autonomous Systems},\n  volume\t= {61},\n  number\t= {9},\n  year\t\t= {2013},\n  abstract\t= {Mobile Robotics has achieved notably progress, however, to\n\t\t  increase the complexity of the tasks that mobile robots can\n\t\t  perform in natural environments, we need to provide them\n\t\t  with a greater semantic understanding of their surrounding.\n\t\t  In particular, identifying indoor scenes, such as an office\n\t\t  or a kitchen, is a highly valuable perceptual ability for\n\t\t  an indoor mobile robot, and in this paper we propose a new\n\t\t  technique to achieve this goal. As a distinguishing\n\t\t  feature, we use common objects, such as doors or\n\t\t  furnitures, as a key intermediate representation to\n\t\t  recognize indoor scenes. We frame our method as a\n\t\t  generative probabilistic hierarchical model, where we use\n\t\t  object category classifiers to associate low-level visual\n\t\t  features to objects, and contextual relations to associate\n\t\t  objects to scenes. The inherent seman- tic interpretation\n\t\t  of common objects allows us to use rich sources of online\n\t\t  data to populate the probabilistic terms of our model. In\n\t\t  contrast to alterna- tive computer vision based methods, we\n\t\t  boost performance by exploiting the embedded and dynamic\n\t\t  nature of a mobile robot. In particular, we increase\n\t\t  detection accuracy and efficiency by using a 3D range\n\t\t  sensor that allows us to implement a focus of attention\n\t\t  mechanism based on geometric and struc- tural information.\n\t\t  Furthermore, we use concepts from information theory to\n\t\t  propose an adaptive scheme that limits computational load\n\t\t  by selectively guiding the search for informative objects.\n\t\t  The operation of this scheme is facilitated by the dynamic\n\t\t  nature of a mobile robot that is constantly changing its\n\t\t  field of view. We test our approach using real data\n\t\t  captured by a mo- bile robot navigating in office and home\n\t\t  environments. Our results indicate that the proposed\n\t\t  approach outperforms several state-of-the-art techniques },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-RAS-2013.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Mobile Robotics has achieved notably progress, however, to increase the complexity of the tasks that mobile robots can perform in natural environments, we need to provide them with a greater semantic understanding of their surrounding. In particular, identifying indoor scenes, such as an office or a kitchen, is a highly valuable perceptual ability for an indoor mobile robot, and in this paper we propose a new technique to achieve this goal. As a distinguishing feature, we use common objects, such as doors or furnitures, as a key intermediate representation to recognize indoor scenes. We frame our method as a generative probabilistic hierarchical model, where we use object category classifiers to associate low-level visual features to objects, and contextual relations to associate objects to scenes. The inherent seman- tic interpretation of common objects allows us to use rich sources of online data to populate the probabilistic terms of our model. In contrast to alterna- tive computer vision based methods, we boost performance by exploiting the embedded and dynamic nature of a mobile robot. In particular, we increase detection accuracy and efficiency by using a 3D range sensor that allows us to implement a focus of attention mechanism based on geometric and struc- tural information. Furthermore, we use concepts from information theory to propose an adaptive scheme that limits computational load by selectively guiding the search for informative objects. The operation of this scheme is facilitated by the dynamic nature of a mobile robot that is constantly changing its field of view. We test our approach using real data captured by a mo- bile robot navigating in office and home environments. Our results indicate that the proposed approach outperforms several state-of-the-art techniques \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"guerra-parra-brusilovsky-encouragingonlinestudentreadingwithsocialvisualizationsupport-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Encouraging Online Student Reading with Social Visualization Support.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Guerra, J.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>2nd Workshop on Intelligent Support for Learning in Groups - AIED 2013</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/guerra-parra-brusilovsky-encouragingonlinestudentreadingwithsocialvisualizationsupport-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('guerra-parra-brusilovsky-encouragingonlinestudentreadingwithsocialvisualizationsupport-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  guerra2013encouraging,\n  author\t= {Guerra, Julio and Parra, Denis and Brusilovsky, Peter},\n  booktitle\t= {2nd Workshop on Intelligent Support for Learning in Groups\n\t\t  - AIED 2013},\n  title\t\t= {Encouraging Online Student Reading with Social\n\t\t  Visualization Support},\n  year\t\t= {2013}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf', event);\">\n    Hierarchical Joint Max-Margin Learning of Mid and Top Level Representations for Visual Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>ICCV</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf\"\n     onclick=\"log_download('lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Hierarchical Joint Max-Margin Learning of Mid and Top Level Representations for Visual Recognition [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>6 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-soto-hierarchicaljointmaxmarginlearningofmidandtoplevelrepresentationsforvisualrecognition-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lobel-a:etal:2013,\n  author\t= {H. Lobel and R. Vidal and A. Soto},\n  title\t\t= {Hierarchical Joint Max-Margin Learning of Mid and Top\n\t\t  Level Representations for Visual Recognition},\n  booktitle\t= {{ICCV}},\n  year\t\t= {2013},\n  abstract\t= {Currently, Bag-of-Visual-Words (BoVW) and part-based\n\t\t  methods are the most popular approaches for visual\n\t\t  recognition. In both cases, a mid-level representation is\n\t\t  build on top of low level image descriptors while top\n\t\t  levels classifiers use this mid-level representation to\n\t\t  achieve visual recognition. While in current part-based\n\t\t  approaches, mid and top level representations are usually\n\t\t  jointly trained, this is not the usual case for BoVW\n\t\t  schemes. A main reason is the complex data association\n\t\t  problem associated to the larger size of the visual\n\t\t  dictionary usually needed by BoVW approaches at the\n\t\t  mid-level layer. As a further observation, typical\n\t\t  solutions based on BoVW and part-based representations are\n\t\t  usually limited to binary classification problems, a\n\t\t  strategy that ignores relevant correlations among classes.\n\t\t  In this work we propose a novel hierarchical approach for\n\t\t  visual recognition that, in the context of a BoVW scheme,\n\t\t  jointly learns suitable mid and top level representations.\n\t\t  Furthermore, using a max-margin learning framework, the\n\t\t  proposed approach directly handles the multiclass case at\n\t\t  both levels of abstraction. We test our proposed method\n\t\t  using several popular benchmarks datasets. As our main\n\t\t  result, we demonstrate that by coupling learning of mid and\n\t\t  top level representations, the proposed approach fosters\n\t\t  sharing of discriminativity words among target classes,\n\t\t  being able to achieve state-of-the-art recognition\n\t\t  performance using far less visual words than previous\n\t\t  approaches.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/finalHans-ICCV-13.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Currently, Bag-of-Visual-Words (BoVW) and part-based methods are the most popular approaches for visual recognition. In both cases, a mid-level representation is build on top of low level image descriptors while top levels classifiers use this mid-level representation to achieve visual recognition. While in current part-based approaches, mid and top level representations are usually jointly trained, this is not the usual case for BoVW schemes. A main reason is the complex data association problem associated to the larger size of the visual dictionary usually needed by BoVW approaches at the mid-level layer. As a further observation, typical solutions based on BoVW and part-based representations are usually limited to binary classification problems, a strategy that ignores relevant correlations among classes. In this work we propose a novel hierarchical approach for visual recognition that, in the context of a BoVW scheme, jointly learns suitable mid and top level representations. Furthermore, using a max-margin learning framework, the proposed approach directly handles the multiclass case at both levels of abstraction. We test our proposed method using several popular benchmarks datasets. As our main result, we demonstrate that by coupling learning of mid and top level representations, the proposed approach fosters sharing of discriminativity words among target classes, being able to achieve state-of-the-art recognition performance using far less visual words than previous approaches.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf', event);\">\n    Joint Dictionary and Classifier learning for Categorization of Images using a Max-margin Framework.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lobel, H.; Vidal, R.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and Soto., A.\n</span>\n\n  \n\n</span>\n\n  In <i>6th Pacific-Rim Symposium on Image and Video Technology, PSIVT</i>,  2013. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf\"\n     onclick=\"log_download('lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Joint Dictionary and Classifier learning for Categorization of Images using a Max-margin Framework [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>7 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lobel-vidal-mery-soto-jointdictionaryandclassifierlearningforcategorizationofimagesusingamaxmarginframework-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  lobel-b:etal:2013,\n  author\t= {H. Lobel and R. Vidal and D. Mery and A. Soto.},\n  title\t\t= {Joint Dictionary and Classifier learning for\n\t\t  Categorization of Images using a Max-margin Framework},\n  booktitle\t= {6th Pacific-Rim Symposium on Image and Video Technology,\n\t\t  PSIVT},\n  year\t\t= {2013},\n  abstract\t= {The Bag-of-Visual-Words (BoVW) model is a popular approach\n\t\t  for visual recognition. Used successfully in many different\n\t\t  tasks, simplicity and good performance are the main reasons\n\t\t  for its popularity. The central aspect of this model, the\n\t\t  visual dictionary, is used to build mid-level\n\t\t  representations based on low level image descriptors.\n\t\t  Classifiers are then trained using these mid-level\n\t\t  representations to perform categorization. While most works\n\t\t  based on BoVW models have been focused on learning a\n\t\t  suitable dictionary or on proposing a suitable pooling\n\t\t  strategy, little effort has been devoted to explore and\n\t\t  improve the coupling between the dictionary and the\n\t\t  top-level classifiers, in order to gen- erate more\n\t\t  discriminative models. This problem can be highly complex\n\t\t  due to the large dictionary size usually needed by these\n\t\t  methods. Also, most BoVW based systems usually perform\n\t\t  multiclass categorization using a one-vs-all strat- egy,\n\t\t  ignoring relevant correlations among classes. To tackle the\n\t\t  previous issues, we propose a novel approach that jointly\n\t\t  learns dictionary words and a proper top- level multiclass\n\t\t  classifier. We use a max-margin learning framework to\n\t\t  minimize a regularized energy formulation, allowing us to\n\t\t  propagate labeled information to guide the commonly\n\t\t  unsupervised dictionary learning process. As a result we\n\t\t  produce a dictionary that is more compact and\n\t\t  discriminative. We test our method on several popular\n\t\t  datasets, where we demonstrate that our joint optimization\n\t\t  strategy induces a word sharing behavior among the target\n\t\t  classes, being able to achieve state-of-the-art performance\n\t\t  using far less visual words than previous approaches. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Hans-PSIVT-13.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  The Bag-of-Visual-Words (BoVW) model is a popular approach for visual recognition. Used successfully in many different tasks, simplicity and good performance are the main reasons for its popularity. The central aspect of this model, the visual dictionary, is used to build mid-level representations based on low level image descriptors. Classifiers are then trained using these mid-level representations to perform categorization. While most works based on BoVW models have been focused on learning a suitable dictionary or on proposing a suitable pooling strategy, little effort has been devoted to explore and improve the coupling between the dictionary and the top-level classifiers, in order to gen- erate more discriminative models. This problem can be highly complex due to the large dictionary size usually needed by these methods. Also, most BoVW based systems usually perform multiclass categorization using a one-vs-all strat- egy, ignoring relevant correlations among classes. To tackle the previous issues, we propose a novel approach that jointly learns dictionary words and a proper top- level multiclass classifier. We use a max-margin learning framework to minimize a regularized energy formulation, allowing us to propagate labeled information to guide the commonly unsupervised dictionary learning process. As a result we produce a dictionary that is more compact and discriminative. We test our method on several popular datasets, where we demonstrate that our joint optimization strategy induces a word sharing behavior among the target classes, being able to achieve state-of-the-art performance using far less visual words than previous approaches. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf', event);\">\n    Automated Design of a Computer Vision System for Food Quality Evaluation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mery, D.; Pedreschi, F.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Food and Bioprocess Technology</i>, 6(8): 2093-2108.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf\"\n     onclick=\"log_download('mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Automated Design of a Computer Vision System for Food Quality Evaluation [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mery-pedreschi-soto-automateddesignofacomputervisionsystemforfoodqualityevaluation-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mery:etal:2013,\n  author\t= {D. Mery and F. Pedreschi and A. Soto},\n  title\t\t= {Automated Design of a Computer Vision System for Food\n\t\t  Quality Evaluation},\n  journal\t= {Food and Bioprocess Technology},\n  volume\t= {6},\n  number\t= {8},\n  pages\t\t= {2093-2108},\n  year\t\t= {2013},\n  abstract\t= {Considerable research efforts in computer classifiers for\n\t\t  a given application avoiding the classical vision applied\n\t\t  to food quality evaluation have been trial and error\n\t\t  framework commonly used by human developed in the last\n\t\t  years; however, they have been designers. The key idea of\n\t\t  the proposed framework concentrated on using or developing\n\t\t  tailored methods is to select—automatically—from a\n\t\t  large set of fea- based on visual features that are able to\n\t\t  solve a specific tures and a bank of classifiers those\n\t\t  features and clas- task. Nevertheless, today’s computer\n\t\t  capabilities are sifiers that achieve the highest\n\t\t  performance. We tested giving us new ways to solve complex\n\t\t  computer vision our framework on eight different food\n\t\t  quality evalua- problems. In particular, a new paradigm on\n\t\t  machine tion problems yielding a classification performance\n\t\t  of learning techniques has emerged posing the task of 95 %\n\t\t  or more in every case. The proposed framework recognizing\n\t\t  visual patterns as a search problem based was implemented\n\t\t  as a Matlab Toolbox available for on training data and a\n\t\t  hypothesis space composed by noncommercial purposes. visual\n\t\t  features and suitable classifiers. Furthermore, now we are\n\t\t  able to extract, process, and test in the same time more\n\t\t  image features and classifiers than before. Thus, we\n\t\t  propose a general framework that designs a computer vision\n\t\t  system automatically, i.e., it finds— without human\n\t\t  interaction—the features and the classifiers for a given\n\t\t  application avoiding the classical trial and error\n\t\t  framework commonly used by human designers. The key idea of\n\t\t  the proposed framework is to select—automatically—from\n\t\t  a large set of fea- tures and a bank of classifiers those\n\t\t  features and clas- sifiers that achieve the highest\n\t\t  performance. We tested our framework on eight different\n\t\t  food quality evalua- tion problems yielding a\n\t\t  classification performance of 95% or more in every case.\n\t\t  The proposed framework was implemented as a Matlab Toolbox\n\t\t  available for noncommercial purposes.\n\t\t  \n\t\t  },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Food-Mery-2012.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Considerable research efforts in computer classifiers for a given application avoiding the classical vision applied to food quality evaluation have been trial and error framework commonly used by human developed in the last years; however, they have been designers. The key idea of the proposed framework concentrated on using or developing tailored methods is to select—automatically—from a large set of fea- based on visual features that are able to solve a specific tures and a bank of classifiers those features and clas- task. Nevertheless, today’s computer capabilities are sifiers that achieve the highest performance. We tested giving us new ways to solve complex computer vision our framework on eight different food quality evalua- problems. In particular, a new paradigm on machine tion problems yielding a classification performance of learning techniques has emerged posing the task of 95 % or more in every case. The proposed framework recognizing visual patterns as a search problem based was implemented as a Matlab Toolbox available for on training data and a hypothesis space composed by noncommercial purposes. visual features and suitable classifiers. Furthermore, now we are able to extract, process, and test in the same time more image features and classifiers than before. Thus, we propose a general framework that designs a computer vision system automatically, i.e., it finds— without human interaction—the features and the classifiers for a given application avoiding the classical trial and error framework commonly used by human designers. The key idea of the proposed framework is to select—automatically—from a large set of fea- tures and a bank of classifiers those features and clas- sifiers that achieve the highest performance. We tested our framework on eight different food quality evalua- tion problems yielding a classification performance of 95% or more in every case. The proposed framework was implemented as a Matlab Toolbox available for noncommercial purposes. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-brusilovsky-afieldstudyofavisualcontrollabletalkrecommender-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A field study of a visual controllable talk recommender.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 2013 Chilean Conference on Human-Computer Interaction</i>, pages 56–59,  2013. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-brusilovsky-afieldstudyofavisualcontrollabletalkrecommender-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-brusilovsky-afieldstudyofavisualcontrollabletalkrecommender-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2013field,\n  author\t= {Parra, Denis and Brusilovsky, Peter},\n  booktitle\t= {Proceedings of the 2013 Chilean Conference on\n\t\t  Human-Computer Interaction},\n  organization\t= {ACM},\n  pages\t\t= {56--59},\n  title\t\t= {A field study of a visual controllable talk recommender},\n  year\t\t= {2013}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-usercontrollabilityinahybridrecommendersystem-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  USER CONTROLLABILITY IN A HYBRID RECOMMENDER SYSTEM.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  Ph.D. Thesis, University of Pittsburgh,  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-usercontrollabilityinahybridrecommendersystem-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-usercontrollabilityinahybridrecommendersystem-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@PhDThesis{\t  parra2013user,\n  author\t= {Parra, Denis},\n  school\t= {University of Pittsburgh},\n  title\t\t= {USER CONTROLLABILITY IN A HYBRID RECOMMENDER SYSTEM},\n  year\t\t= {2013}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-espinace-soto-enhancingkmeansusingclasslabels-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-espinace-soto-enhancingkmeansusingclasslabels-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf', event);\">\n    Enhancing K-Means Using Class Labels.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.; Espinace, P.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Intelligent Data Analysis (IDA)</i>, 17(6): 1023-1039.  2013.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf\"\n     onclick=\"log_download('peralta-espinace-soto-enhancingkmeansusingclasslabels-2013', 'http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Enhancing K-Means Using Class Labels [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-espinace-soto-enhancingkmeansusingclasslabels-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>9 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-espinace-soto-enhancingkmeansusingclasslabels-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  peralta:etal:2013,\n  author\t= {B. Peralta and P. Espinace and A. Soto},\n  title\t\t= {Enhancing K-Means Using Class Labels},\n  journal\t= {Intelligent Data Analysis (IDA)},\n  volume\t= {17},\n  number\t= {6},\n  pages\t\t= {1023-1039},\n  year\t\t= {2013},\n  abstract\t= {Clustering is a relevant problem in machine learning where\n\t\t  the main goal is to locate meaningful partitions of\n\t\t  unlabeled data. In the case of labeled data, a related\n\t\t  problem is supervised clustering, where the objective is to\n\t\t  locate class- uniform clusters. Most current approaches to\n\t\t  supervised clustering optimize a score related to cluster\n\t\t  purity with respect to class labels. In particular, we\n\t\t  present Labeled K-Means (LK-Means), an algorithm for\n\t\t  supervised clustering based on a variant of K-Means that\n\t\t  incorporates information about class labels. LK-Means\n\t\t  replaces the classical cost function of K-Means by a convex\n\t\t  combination of the joint cost associated to: (i) A\n\t\t  discriminative score based on class labels, and (ii) A\n\t\t  generative score based on a traditional metric for\n\t\t  unsupervised clustering. We test the performance of\n\t\t  LK-Means using standard real datasets and an application\n\t\t  for object recognition. Moreover, we also compare its\n\t\t  performance against classical K-Means and a popular\n\t\t  K-Medoids-based supervised clustering method. Our\n\t\t  experiments show that, in most cases, LK-Means outperforms\n\t\t  the alternative techniques by a considerable margin.\n\t\t  Furthermore, LK-Means presents execution times considerably\n\t\t  lower than the alternative supervised clustering method\n\t\t  under evaluation. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/supClustering.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Clustering is a relevant problem in machine learning where the main goal is to locate meaningful partitions of unlabeled data. In the case of labeled data, a related problem is supervised clustering, where the objective is to locate class- uniform clusters. Most current approaches to supervised clustering optimize a score related to cluster purity with respect to class labels. In particular, we present Labeled K-Means (LK-Means), an algorithm for supervised clustering based on a variant of K-Means that incorporates information about class labels. LK-Means replaces the classical cost function of K-Means by a convex combination of the joint cost associated to: (i) A discriminative score based on class labels, and (ii) A generative score based on a traditional metric for unsupervised clustering. We test the performance of LK-Means using standard real datasets and an application for object recognition. Moreover, we also compare its performance against classical K-Means and a popular K-Medoids-based supervised clustering method. Our experiments show that, in most cases, LK-Means outperforms the alternative techniques by a considerable margin. Furthermore, LK-Means presents execution times considerably lower than the alternative supervised clustering method under evaluation. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"verbert-parra-brusilovsky-duval-visualizingrecommendationstosupportexplorationtransparencyandcontrollability-2013\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'verbert-parra-brusilovsky-duval-visualizingrecommendationstosupportexplorationtransparencyandcontrollability-2013', 'http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf', event);\">\n    Visualizing recommendations to support exploration, transparency and controllability.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Verbert, K.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Brusilovsky, P.;  and Duval, E.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 2013 international conference on Intelligent user interfaces</i>, pages 351–362,  2013. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf\"\n     onclick=\"log_download('verbert-parra-brusilovsky-duval-visualizingrecommendationstosupportexplorationtransparencyandcontrollability-2013', 'http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Visualizing recommendations to support exploration, transparency and controllability [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/verbert-parra-brusilovsky-duval-visualizingrecommendationstosupportexplorationtransparencyandcontrollability-2013\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('verbert-parra-brusilovsky-duval-visualizingrecommendationstosupportexplorationtransparencyandcontrollability-2013')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  verbert2013visualizing,\n  author\t= {Verbert, Katrien and Parra, Denis and Brusilovsky, Peter\n\t\t  and Duval, Erik},\n  booktitle\t= {Proceedings of the 2013 international conference on\n\t\t  Intelligent user interfaces},\n  organization\t= {ACM},\n  pages\t\t= {351--362},\n  title\t\t= {Visualizing recommendations to support exploration,\n\t\t  transparency and controllability},\n  url\t\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf},\n  year\t\t= {2013},\n  bdsk-url-1\t= {http://web.ing.puc.cl/~dparra/pdfs/IUI13-aduna-v5.5-notcameraready.pdf}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2012\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2012')\"\n      onkeypress=\"toggleGroup('group_2012')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2012</span>\n      <span class=\"bibbase_group_count\">\n        \n        (15)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012', 'http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf', event);\">\n    Indoor Mobile Robotics at Grima, PUC.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  L. Caro, J. C.; P. Espinace, D. M.; R. Mitnik, S. M.; S. Pszszfolkowski, D. L.; A. Araneda, D. M.;  and M. Torres, A. S.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Intelligent and Robotic Systems</i>, 66(1-2): 151-165.  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf\"\n     onclick=\"log_download('lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012', 'http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Indoor Mobile Robotics at Grima, PUC [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lcaro-pespinace-rmitnik-spszszfolkowski-aaraneda-mtorres-indoormobileroboticsatgrimapuc-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  caro:etal:2012,\n  author\t= {L. Caro, J. Correa, P. Espinace, D. Maturana, R. Mitnik,\n\t\t  S. Montabone, S. Pszszfolkowski, D. Langdon, A. Araneda, D.\n\t\t  Mery, M. Torres, A. Soto},\n  title\t\t= {Indoor Mobile Robotics at Grima, PUC},\n  journal\t= {Journal of Intelligent and Robotic Systems},\n  volume\t= {66},\n  pages\t\t= {151-165},\n  number\t= {1-2},\n  year\t\t= {2012},\n  abstract\t= {This paper describes the main activities and achievements\n\t\t  of our research group on Ma- chine Intelligence and\n\t\t  Robotics (Grima) at the Computer Science Department,\n\t\t  Pontificia Uni- versidad Catolica de Chile (PUC). Since\n\t\t  2002, we have been developing an active research in the\n\t\t  area of indoor autonomous social robots. Our main focus has\n\t\t  been the cognitive side of Robotics, where we have\n\t\t  developed algorithms for autonomous navigation using\n\t\t  wheeled robots, scene recognition using vision and 3D range\n\t\t  sen- sors, and social behaviors using Markov Deci- sion\n\t\t  Processes, among others. As a distinguish- ing feature, in\n\t\t  our research we have followed a probabilistic approach,\n\t\t  deeply rooted in ma- chine learning and Bayesian\n\t\t  statistical techniques. Among our main achievements are an\n\t\t  increasing list of publications in main Robotics conference\n\t\t  and journals, and the consolidation of a research group\n\t\t  with more than 25 people among full- time professors,\n\t\t  visiting researchers, and graduate students. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Latam-2012.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  This paper describes the main activities and achievements of our research group on Ma- chine Intelligence and Robotics (Grima) at the Computer Science Department, Pontificia Uni- versidad Catolica de Chile (PUC). Since 2002, we have been developing an active research in the area of indoor autonomous social robots. Our main focus has been the cognitive side of Robotics, where we have developed algorithms for autonomous navigation using wheeled robots, scene recognition using vision and 3D range sen- sors, and social behaviors using Markov Deci- sion Processes, among others. As a distinguish- ing feature, in our research we have followed a probabilistic approach, deeply rooted in ma- chine learning and Bayesian statistical techniques. Among our main achievements are an increasing list of publications in main Robotics conference and journals, and the consolidation of a research group with more than 25 people among full- time professors, visiting researchers, and graduate students. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-uras-koenig-timeboundedadaptivea-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2343839\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-uras-koenig-timeboundedadaptivea-2012', 'http://dl.acm.org/citation.cfm?id=2343839', event);\">\n    Time-bounded adaptive A.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Baier, J. A.; Uras, T.;  and Koenig, S.\n</span>\n\n  \n\n</span>\n\n  In <i>International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2012, Valencia, Spain, June 4-8, 2012 (3 Volumes)</i>, pages 997–1006,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2343839\"\n     onclick=\"log_download('hernndez-baier-uras-koenig-timeboundedadaptivea-2012', 'http://dl.acm.org/citation.cfm?id=2343839', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Time-bounded adaptive A [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-uras-koenig-timeboundedadaptivea-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-uras-koenig-timeboundedadaptivea-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aamas/hernandezbuk12,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier and Tansel Uras\n\t\t  and Sven Koenig},\n  title\t\t= {Time-bounded adaptive {A}},\n  booktitle\t= {International Conference on Autonomous Agents and\n\t\t  Multiagent Systems, {AAMAS} 2012, Valencia, Spain, June\n\t\t  4-8, 2012 {(3} Volumes)},\n  pages\t\t= {997--1006},\n  year\t\t= {2012},\n  crossref\t= {DBLP:conf/atal/2012},\n  url\t\t= {http://dl.acm.org/citation.cfm?id=2343839},\n  timestamp\t= {Thu, 19 Mar 2015 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aamas/HernandezBUK12},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"vanderhoek-padgham-conitzer-winikoff-internationalconferenceonautonomousagentsandmultiagentsystemsaamas2012valenciaspainjune4820123volumes-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2343576\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'vanderhoek-padgham-conitzer-winikoff-internationalconferenceonautonomousagentsandmultiagentsystemsaamas2012valenciaspainjune4820123volumes-2012', 'http://dl.acm.org/citation.cfm?id=2343576', event);\">\n    International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2012, Valencia, Spain, June 4-8, 2012 (3 Volumes).\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  van der Hoek, W.; Padgham, L.; Conitzer, V.;  and Winikoff, M.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  IFAAMAS.  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://dl.acm.org/citation.cfm?id=2343576\"\n     onclick=\"log_download('vanderhoek-padgham-conitzer-winikoff-internationalconferenceonautonomousagentsandmultiagentsystemsaamas2012valenciaspainjune4820123volumes-2012', 'http://dl.acm.org/citation.cfm?id=2343576', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2012, Valencia, Spain, June 4-8, 2012 (3 Volumes) [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/vanderhoek-padgham-conitzer-winikoff-internationalconferenceonautonomousagentsandmultiagentsystemsaamas2012valenciaspainjune4820123volumes-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('vanderhoek-padgham-conitzer-winikoff-internationalconferenceonautonomousagentsandmultiagentsystemsaamas2012valenciaspainjune4820123volumes-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/atal/2012,\n  editor\t= {Wiebe van der Hoek and Lin Padgham and Vincent Conitzer\n\t\t  and Michael Winikoff},\n  title\t\t= {International Conference on Autonomous Agents and\n\t\t  Multiagent Systems, {AAMAS} 2012, Valencia, Spain, June\n\t\t  4-8, 2012 {(3} Volumes)},\n  publisher\t= {{IFAAMAS}},\n  year\t\t= {2012},\n  url\t\t= {http://dl.acm.org/citation.cfm?id=2343576},\n  timestamp\t= {Sun, 09 Sep 2012 12:23:32 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/atal/2012},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"borrajo-felner-korf-likhachev-lpez-ruml-sturtevant-proceedingsofthefifthannualsymposiumoncombinatorialsearchsocs2012niagarafallsontariocanadajuly19212012-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Fifth Annual Symposium on Combinatorial Search, SOCS 2012, Niagara Falls, Ontario, Canada, July 19-21, 2012.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Borrajo, D.; Felner, A.; Korf, R. E.; Likhachev, M.; López, C. L.; Ruml, W.;  and Sturtevant, N. R.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/borrajo-felner-korf-likhachev-lpez-ruml-sturtevant-proceedingsofthefifthannualsymposiumoncombinatorialsearchsocs2012niagarafallsontariocanadajuly19212012-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('borrajo-felner-korf-likhachev-lpez-ruml-sturtevant-proceedingsofthefifthannualsymposiumoncombinatorialsearchsocs2012niagarafallsontariocanadajuly19212012-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2012,\n  editor\t= {Daniel Borrajo and Ariel Felner and Richard E. Korf and\n\t\t  Maxim Likhachev and Carlos Linares L{\\&#x27;{o}}pez and Wheeler\n\t\t  Ruml and Nathan R. Sturtevant},\n  title\t\t= {Proceedings of the Fifth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July\n\t\t  19-21, 2012},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2012},\n  timestamp\t= {Fri, 17 Aug 2012 08:29:08 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2012},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-uras-koenig-positionpaperincrementalsearchalgorithmsconsideredpoorlyunderstood-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-uras-koenig-positionpaperincrementalsearchalgorithmsconsideredpoorlyunderstood-2012', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414', event);\">\n    Position Paper: Incremental Search Algorithms Considered Poorly Understood.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; Uras, T.;  and Koenig, S.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Fifth Annual Symposium on Combinatorial Search, SOCS 2012, Niagara Falls, Ontario, Canada, July 19-21, 2012</i>,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414\"\n     onclick=\"log_download('hernndez-baier-uras-koenig-positionpaperincrementalsearchalgorithmsconsideredpoorlyunderstood-2012', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Position Paper: Incremental Search Algorithms Considered Poorly Understood [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-uras-koenig-positionpaperincrementalsearchalgorithmsconsideredpoorlyunderstood-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-uras-koenig-positionpaperincrementalsearchalgorithmsconsideredpoorlyunderstood-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hernandezbuk12,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier and Tansel Uras\n\t\t  and Sven Koenig},\n  title\t\t= {Position Paper: Incremental Search Algorithms Considered\n\t\t  Poorly Understood},\n  booktitle\t= {Proceedings of the Fifth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July\n\t\t  19-21, 2012},\n  year\t\t= {2012},\n  crossref\t= {DBLP:conf/socs/2012},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5414},\n  timestamp\t= {Fri, 17 Aug 2012 08:29:08 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HernandezBUK12},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-uras-koenig-papersummarytimeboundedadaptivea-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-uras-koenig-papersummarytimeboundedadaptivea-2012', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415', event);\">\n    Paper Summary: Time-Bounded Adaptive A.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.; Baier, J. A.; Uras, T.;  and Koenig, S.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Fifth Annual Symposium on Combinatorial Search, SOCS 2012, Niagara Falls, Ontario, Canada, July 19-21, 2012</i>,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415\"\n     onclick=\"log_download('hernndez-baier-uras-koenig-papersummarytimeboundedadaptivea-2012', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Paper Summary: Time-Bounded Adaptive A [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-uras-koenig-papersummarytimeboundedadaptivea-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-uras-koenig-papersummarytimeboundedadaptivea-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hernandezbuk12a,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier and Tansel Uras\n\t\t  and Sven Koenig},\n  title\t\t= {Paper Summary: Time-Bounded Adaptive {A}},\n  booktitle\t= {Proceedings of the Fifth Annual Symposium on Combinatorial\n\t\t  Search, {SOCS} 2012, Niagara Falls, Ontario, Canada, July\n\t\t  19-21, 2012},\n  year\t\t= {2012},\n  crossref\t= {DBLP:conf/socs/2012},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS12/paper/view/5415},\n  timestamp\t= {Sat, 18 Aug 2012 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HernandezBUK12a},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1613/jair.3590\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012', 'https://doi.org/10.1613/jair.3590', event);\">\n    Avoiding and Escaping Depressions in Real-Time Heuristic Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>J. Artif. Intell. Res.</i>, 43: 523–570.  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1613/jair.3590\"\n     onclick=\"log_download('hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012', 'https://doi.org/10.1613/jair.3590', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Avoiding and Escaping Depressions in Real-Time Heuristic Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1613/jair.3590\"\n     onclick=\"log_download('hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012', 'http://doi.org/10.1613/jair.3590', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>10 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-avoidingandescapingdepressionsinrealtimeheuristicsearch-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/jair/hernandezb12,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Avoiding and Escaping Depressions in Real-Time Heuristic\n\t\t  Search},\n  journal\t= {J. Artif. Intell. Res.},\n  volume\t= {43},\n  pages\t\t= {523--570},\n  year\t\t= {2012},\n  url\t\t= {https://doi.org/10.1613/jair.3590},\n  doi\t\t= {10.1613/jair.3590},\n  timestamp\t= {Wed, 21 Jun 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/jair/HernandezB12},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hsiao-guerra-parra-bakalov-knigries-brusilovsky-comparativesocialvisualizationforpersonalizedelearning-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Comparative social visualization for personalized e-learning.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hsiao, I.; Guerra, J.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Bakalov, F.; König-Ries, B.;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the International Working Conference on Advanced Visual Interfaces</i>, pages 303–307,  2012. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hsiao-guerra-parra-bakalov-knigries-brusilovsky-comparativesocialvisualizationforpersonalizedelearning-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hsiao-guerra-parra-bakalov-knigries-brusilovsky-comparativesocialvisualizationforpersonalizedelearning-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  hsiao2012comparative,\n  author\t= {Hsiao, I-Han and Guerra, Julio and Parra, Denis and\n\t\t  Bakalov, Fedor and K{\\&quot;o}nig-Ries, Birgitta and\n\t\t  Brusilovsky, Peter},\n  booktitle\t= {Proceedings of the International Working Conference on\n\t\t  Advanced Visual Interfaces},\n  organization\t= {ACM},\n  pages\t\t= {303--307},\n  title\t\t= {Comparative social visualization for personalized\n\t\t  e-learning},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"miranda-guerra-parra-scheihing-ahybridpeerrecommendersystemforanonlinecommunityofteachers-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A hybrid peer recommender system for an online community of teachers.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Miranda, C.; Guerra, J.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Scheihing, E.\n</span>\n\n  \n\n</span>\n\n  In <i>UMAP Workshops</i>,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/miranda-guerra-parra-scheihing-ahybridpeerrecommendersystemforanonlinecommunityofteachers-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('miranda-guerra-parra-scheihing-ahybridpeerrecommendersystemforanonlinecommunityofteachers-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  miranda2012hybrid,\n  author\t= {Miranda, Cristian and Guerra, Julio and Parra, Denis and\n\t\t  Scheihing, Eliana},\n  booktitle\t= {UMAP Workshops},\n  title\t\t= {A hybrid peer recommender system for an online community\n\t\t  of teachers.},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-beyondlistsstudyingtheeffectofdifferentrecommendationvisualizations-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Beyond Lists: Studying the Effect of Different Recommendation Visualizations.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Sixth ACM conference on Recommender systems (RecSys '12)</i>,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-beyondlistsstudyingtheeffectofdifferentrecommendationvisualizations-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-beyondlistsstudyingtheeffectofdifferentrecommendationvisualizations-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2012beyond,\n  author\t= {Parra, Denis},\n  booktitle\t= {Sixth ACM conference on Recommender systems (RecSys &#x27;12)},\n  title\t\t= {Beyond Lists: Studying the Effect of Different\n\t\t  Recommendation Visualizations},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-jeng-brusilovsky-lpez-sahebi-conferencenavigator3anonlinesocialconferencesupportsystem-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Conference Navigator 3: An Online Social Conference Support System.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Jeng, W.; Brusilovsky, P.; López, C.;  and Sahebi, S.\n</span>\n\n  \n\n</span>\n\n  In  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-jeng-brusilovsky-lpez-sahebi-conferencenavigator3anonlinesocialconferencesupportsystem-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-jeng-brusilovsky-lpez-sahebi-conferencenavigator3anonlinesocialconferencesupportsystem-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2012conference,\n  author\t= {Parra, Denis and Jeng, Wei and Brusilovsky, Peter and\n\t\t  L{\\&#x27;o}pez, Claudia and Sahebi, Shaghayegh},\n  title\t\t= {Conference Navigator 3: An Online Social Conference\n\t\t  Support System},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-sahebi-recommendersystemssourcesofknowledgeandevaluationmetrics-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Recommender Systems: Sources of Knowledge and Evaluation Metrics.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Sahebi, S.\n</span>\n\n  \n\n</span>\n\n  In <i>Advanced Techniques in Web Intelligence-2</i>, pages 149–175. Springer Berlin/Heidelberg,  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-sahebi-recommendersystemssourcesofknowledgeandevaluationmetrics-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-sahebi-recommendersystemssourcesofknowledgeandevaluationmetrics-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InCollection{\t  parra2012recommender,\n  author\t= {Parra, Denis and Sahebi, Shaghayegh},\n  booktitle\t= {Advanced Techniques in Web Intelligence-2},\n  pages\t\t= {149--175},\n  publisher\t= {Springer Berlin/Heidelberg},\n  title\t\t= {Recommender Systems: Sources of Knowledge and Evaluation\n\t\t  Metrics},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/FinalBMVC-12.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/FinalBMVC-12.pdf', event);\">\n    Adaptive hierarchical contexts for object recognition with conditional mixture of trees.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.; Espinace, P.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>BMVC</i>,  2012. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/FinalBMVC-12.pdf\"\n     onclick=\"log_download('peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/FinalBMVC-12.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Adaptive hierarchical contexts for object recognition with conditional mixture of trees [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-espinace-soto-adaptivehierarchicalcontextsforobjectrecognitionwithconditionalmixtureoftrees-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  peralta:etal:2012,\n  author\t= {B. Peralta and P. Espinace and A. Soto},\n  title\t\t= {Adaptive hierarchical contexts for object recognition with\n\t\t  conditional mixture of trees},\n  booktitle\t= {{BMVC}},\n  year\t\t= {2012},\n  abstract\t= {Robust category-level object recognition is currently a\n\t\t  major goal for the computer vision community. Intra-class\n\t\t  and pose variations, as well as, background clutter and\n\t\t  partial occlusions are some of the main difficulties to\n\t\t  achieve this goal. Contextual in- formation, in the form of\n\t\t  object co-occurrences and spatial constraints, has been\n\t\t  suc- cessfully applied to improve object recognition\n\t\t  performance, however, previous work considers only fixed\n\t\t  contextual relations that do not depend of the type of\n\t\t  scene under inspection. In this work, we present a method\n\t\t  that learns adaptive conditional relation- ships that\n\t\t  depend on the type of scene being analyzed. In particular,\n\t\t  we propose a model based on a conditional mixture of trees\n\t\t  that is able to capture contextual relationships among\n\t\t  objects using global information about a scene. Our\n\t\t  experiments show that the adaptive specialization of\n\t\t  contextual relationships improves object recognition\n\t\t  accuracy outperforming previous state-of-the-art\n\t\t  approaches. },\n  url\t\t= {FinalBMVC-12.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Robust category-level object recognition is currently a major goal for the computer vision community. Intra-class and pose variations, as well as, background clutter and partial occlusions are some of the main difficulties to achieve this goal. Contextual in- formation, in the form of object co-occurrences and spatial constraints, has been suc- cessfully applied to improve object recognition performance, however, previous work considers only fixed contextual relations that do not depend of the type of scene under inspection. In this work, we present a method that learns adaptive conditional relation- ships that depend on the type of scene being analyzed. In particular, we propose a model based on a conditional mixture of trees that is able to capture contextual relationships among objects using global information about a scene. Our experiments show that the adaptive specialization of contextual relationships improves object recognition accuracy outperforming previous state-of-the-art approaches. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012', 'http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf', event);\">\n    Discriminative local subspaces in gene expression data for effective gene function prediction.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Puelma, T.; Gutierrez, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Bioinformatics</i>, 28(17): 2256-64.  2012.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf\"\n     onclick=\"log_download('puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012', 'http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Discriminative local subspaces in gene expression data for effective gene function prediction [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('puelma-gutierrez-soto-discriminativelocalsubspacesingeneexpressiondataforeffectivegenefunctionprediction-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  puelma:etal:2012,\n  author\t= {T. Puelma and R. Gutierrez and A. Soto},\n  title\t\t= {Discriminative local subspaces in gene expression data for\n\t\t  effective gene function prediction},\n  journal\t= {Bioinformatics},\n  volume\t= {28},\n  number\t= {17},\n  pages\t\t= {2256-64},\n  year\t\t= {2012},\n  abstract\t= {Motivation: Massive amounts of genome-wide gene expression\n\t\t  data have become available, motivating the development of\n\t\t  computatio- nal approaches that leverage this information\n\t\t  to predict gene func- tion. Among successful approaches,\n\t\t  supervised machine learning methods, such as Support Vector\n\t\t  Machines, have shown superior prediction accuracy. However,\n\t\t  these methods lack the simple biologi- cal intuition\n\t\t  provided by coexpression networks, limiting their practical\n\t\t  usefulness. Results: In this work we present Discriminative\n\t\t  Local Subspaces (DLS), a novel method that combines\n\t\t  supervised machine learning and coexpression techniques\n\t\t  with the goal of systematically predict genes involved in\n\t\t  specific biological processes of interest. Unlike tra-\n\t\t  ditional coexpression networks, DLS uses the knowledge\n\t\t  available in Gene Ontology (GO) to generate informative\n\t\t  training sets that guide the discovery of expression\n\t\t  signatures: expression patterns that are discriminative for\n\t\t  genes involved in the biological process of interest. By\n\t\t  linking genes coexpressed with these signatures, DLS is\n\t\t  able to construct a discriminative coexpression network\n\t\t  that links both, known and previously uncharacterized\n\t\t  genes, for the selected bio- logical process. This paper\n\t\t  focuses on the algorithm behind DLS and shows its\n\t\t  predictive power using an Arabidopsis thaliana dataset and\n\t\t  a representative set of 101 GO-terms from the Biological\n\t\t  Process Ontology. Our results show that DLS has a superior\n\t\t  average accuracy than both, Support Vector Machines and\n\t\t  Coexpression Networks. Thus, DLS is able to provide the\n\t\t  prediction accuracy of supervised learning methods, while\n\t\t  maintaining the intuitive understanding of coexpression\n\t\t  networks. Availability and Implementation: A MATLAB R\n\t\t  implementation of DLS is available at\n\t\t  http://virtualplant.bio.puc.cl/ cgi-bin/Lab/tools.cgi. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS_Revised_Paper.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Motivation: Massive amounts of genome-wide gene expression data have become available, motivating the development of computatio- nal approaches that leverage this information to predict gene func- tion. Among successful approaches, supervised machine learning methods, such as Support Vector Machines, have shown superior prediction accuracy. However, these methods lack the simple biologi- cal intuition provided by coexpression networks, limiting their practical usefulness. Results: In this work we present Discriminative Local Subspaces (DLS), a novel method that combines supervised machine learning and coexpression techniques with the goal of systematically predict genes involved in specific biological processes of interest. Unlike tra- ditional coexpression networks, DLS uses the knowledge available in Gene Ontology (GO) to generate informative training sets that guide the discovery of expression signatures: expression patterns that are discriminative for genes involved in the biological process of interest. By linking genes coexpressed with these signatures, DLS is able to construct a discriminative coexpression network that links both, known and previously uncharacterized genes, for the selected bio- logical process. This paper focuses on the algorithm behind DLS and shows its predictive power using an Arabidopsis thaliana dataset and a representative set of 101 GO-terms from the Biological Process Ontology. Our results show that DLS has a superior average accuracy than both, Support Vector Machines and Coexpression Networks. Thus, DLS is able to provide the prediction accuracy of supervised learning methods, while maintaining the intuitive understanding of coexpression networks. Availability and Implementation: A MATLAB R implementation of DLS is available at http://virtualplant.bio.puc.cl/ cgi-bin/Lab/tools.cgi. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"trattner-lin-parra-yue-real-brusilovsky-evaluatingtagbasedinformationaccessinimagecollections-2012\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Evaluating tag-based information access in image collections.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Trattner, C.; Lin, Y.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Yue, Z.; Real, W.;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 23rd ACM conference on Hypertext and social media</i>, pages 113–122,  2012. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/trattner-lin-parra-yue-real-brusilovsky-evaluatingtagbasedinformationaccessinimagecollections-2012\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('trattner-lin-parra-yue-real-brusilovsky-evaluatingtagbasedinformationaccessinimagecollections-2012')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  trattner2012evaluating,\n  author\t= {Trattner, Christoph and Lin, Yi-ling and Parra, Denis and\n\t\t  Yue, Zhen and Real, William and Brusilovsky, Peter},\n  booktitle\t= {Proceedings of the 23rd ACM conference on Hypertext and\n\t\t  social media},\n  organization\t= {ACM},\n  pages\t\t= {113--122},\n  title\t\t= {Evaluating tag-based information access in image\n\t\t  collections},\n  year\t\t= {2012}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2011\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2011')\"\n      onkeypress=\"toggleGroup('group_2011')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2011</span>\n      <span class=\"bibbase_group_count\">\n        \n        (21)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"burgard-roth-proceedingsofthetwentyfifthaaaiconferenceonartificialintelligenceaaai2011sanfranciscocaliforniausaaugust7112011-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2011, San Francisco, California, USA, August 7-11, 2011.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Burgard, W.;  and Roth, D.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/burgard-roth-proceedingsofthetwentyfifthaaaiconferenceonartificialintelligenceaaai2011sanfranciscocaliforniausaaugust7112011-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('burgard-roth-proceedingsofthetwentyfifthaaaiconferenceonartificialintelligenceaaai2011sanfranciscocaliforniausaaugust7112011-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2011,\n  editor\t= {Wolfram Burgard and Dan Roth},\n  title\t\t= {Proceedings of the Twenty-Fifth {AAAI} Conference on\n\t\t  Artificial Intelligence, {AAAI} 2011, San Francisco,\n\t\t  California, USA, August 7-11, 2011},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2011},\n  timestamp\t= {Tue, 09 Aug 2011 07:56:46 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sohrabi-baier-mcilraith-preferredexplanationstheoryandgenerationviaplanning-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sohrabi-baier-mcilraith-preferredexplanationstheoryandgenerationviaplanning-2011', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568', event);\">\n    Preferred Explanations: Theory and Generation via Planning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://bibbase.org/show?bib=www.cs.toronto.edu/~shirin/list.bib\">Sohrabi, S.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2011, San Francisco, California, USA, August 7-11, 2011</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568\"\n     onclick=\"log_download('sohrabi-baier-mcilraith-preferredexplanationstheoryandgenerationviaplanning-2011', 'http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Preferred Explanations: Theory and Generation via Planning [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sohrabi-baier-mcilraith-preferredexplanationstheoryandgenerationviaplanning-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>45 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sohrabi-baier-mcilraith-preferredexplanationstheoryandgenerationviaplanning-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/sohrabibm11,\n  author\t= {Shirin Sohrabi and Jorge A. Baier and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {Preferred Explanations: Theory and Generation via\n\t\t  Planning},\n  booktitle\t= {Proceedings of the Twenty-Fifth {AAAI} Conference on\n\t\t  Artificial Intelligence, {AAAI} 2011, San Francisco,\n\t\t  California, USA, August 7-11, 2011},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/aaai/2011},\n  url\t\t= {http://www.aaai.org/ocs/index.php/AAAI/AAAI11/paper/view/3568},\n  timestamp\t= {Tue, 09 Aug 2011 07:56:46 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/SohrabiBM11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bulitko-riedl-proceedingsoftheseventhaaaiconferenceonartificialintelligenceandinteractivedigitalentertainmentaiide2011october10142011stanfordcaliforniausa-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AIIDE/aiide11contents.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'bulitko-riedl-proceedingsoftheseventhaaaiconferenceonartificialintelligenceandinteractivedigitalentertainmentaiide2011october10142011stanfordcaliforniausa-2011', 'http://www.aaai.org/Library/AIIDE/aiide11contents.php', event);\">\n    Proceedings of the Seventh AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, AIIDE 2011, October 10-14, 2011, Stanford, California, USA.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bulitko, V.;  and Riedl, M. O.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  The AAAI Press.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AIIDE/aiide11contents.php\"\n     onclick=\"log_download('bulitko-riedl-proceedingsoftheseventhaaaiconferenceonartificialintelligenceandinteractivedigitalentertainmentaiide2011october10142011stanfordcaliforniausa-2011', 'http://www.aaai.org/Library/AIIDE/aiide11contents.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Proceedings of the Seventh AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, AIIDE 2011, October 10-14, 2011, Stanford, California, USA [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bulitko-riedl-proceedingsoftheseventhaaaiconferenceonartificialintelligenceandinteractivedigitalentertainmentaiide2011october10142011stanfordcaliforniausa-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bulitko-riedl-proceedingsoftheseventhaaaiconferenceonartificialintelligenceandinteractivedigitalentertainmentaiide2011october10142011stanfordcaliforniausa-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aiide/2011,\n  editor\t= {Vadim Bulitko and Mark O. Riedl},\n  title\t\t= {Proceedings of the Seventh {AAAI} Conference on Artificial\n\t\t  Intelligence and Interactive Digital Entertainment, {AIIDE}\n\t\t  2011, October 10-14, 2011, Stanford, California, {USA}},\n  publisher\t= {The {AAAI} Press},\n  year\t\t= {2011},\n  url\t\t= {http://www.aaai.org/Library/AIIDE/aiide11contents.php},\n  timestamp\t= {Mon, 13 Feb 2012 19:36:33 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aiide/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011', 'http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082', event);\">\n    Real-Time Adaptive A* with Depression Avoidance.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Seventh AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, AIIDE 2011, October 10-14, 2011, Stanford, California, USA</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082\"\n     onclick=\"log_download('hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011', 'http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Real-Time Adaptive A* with Depression Avoidance [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aiide/hernandezb11,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Real-Time Adaptive A* with Depression Avoidance},\n  booktitle\t= {Proceedings of the Seventh {AAAI} Conference on Artificial\n\t\t  Intelligence and Interactive Digital Entertainment, {AIIDE}\n\t\t  2011, October 10-14, 2011, Stanford, California, {USA}},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/aiide/2011},\n  url\t\t= {http://www.aaai.org/ocs/index.php/AIIDE/AIIDE11/paper/view/4082},\n  timestamp\t= {Mon, 13 Feb 2012 19:36:33 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aiide/HernandezB11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"bacchus-domshlak-edelkamp-helmert-proceedingsofthe21stinternationalconferenceonautomatedplanningandschedulingicaps2011freiburggermanyjune11162011-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the 21st International Conference on Automated Planning and Scheduling, ICAPS 2011, Freiburg, Germany June 11-16, 2011.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~fbacchus/research.shtml\">Bacchus, F.</a>; Domshlak, C.; Edelkamp, S.;  and Helmert, M.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bacchus-domshlak-edelkamp-helmert-proceedingsofthe21stinternationalconferenceonautomatedplanningandschedulingicaps2011freiburggermanyjune11162011-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bacchus-domshlak-edelkamp-helmert-proceedingsofthe21stinternationalconferenceonautomatedplanningandschedulingicaps2011freiburggermanyjune11162011-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2011,\n  editor\t= {Fahiem Bacchus and Carmel Domshlak and Stefan Edelkamp and\n\t\t  Malte Helmert},\n  title\t\t= {Proceedings of the 21st International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2011, Freiburg,\n\t\t  Germany June 11-16, 2011},\n  publisher\t= {{AAAI}},\n  year\t\t= {2011},\n  timestamp\t= {Tue, 28 Jun 2011 14:20:04 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-fastsubgoalingforpathfindingviarealtimesearch-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-fastsubgoalingforpathfindingviarealtimesearch-2011', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713', event);\">\n    Fast Subgoaling for Pathfinding via Real-Time Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 21st International Conference on Automated Planning and Scheduling, ICAPS 2011, Freiburg, Germany June 11-16, 2011</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713\"\n     onclick=\"log_download('hernndez-baier-fastsubgoalingforpathfindingviarealtimesearch-2011', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Fast Subgoaling for Pathfinding via Real-Time Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-fastsubgoalingforpathfindingviarealtimesearch-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-fastsubgoalingforpathfindingviarealtimesearch-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/hernandezb11,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Fast Subgoaling for Pathfinding via Real-Time Search},\n  booktitle\t= {Proceedings of the 21st International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2011, Freiburg,\n\t\t  Germany June 11-16, 2011},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/aips/2011},\n  url\t\t= {http://aaai.org/ocs/index.php/ICAPS/ICAPS11/paper/view/2713},\n  timestamp\t= {Tue, 09 Aug 2011 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/HernandezB11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sonenberg-stone-tumer-yolum-10thinternationalconferenceonautonomousagentsandmultiagentsystemsaamas2011taipeitaiwanmay262011volume13-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Sonenberg, L.; Stone, P.; Tumer, K.;  and <a class=\"bibbase author link\" href=\"https://bibbase.org/show?msg=embed&bib=https://dblp.org/pid/31/4750.bib\">Yolum, P.</a>,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  IFAAMAS.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sonenberg-stone-tumer-yolum-10thinternationalconferenceonautonomousagentsandmultiagentsystemsaamas2011taipeitaiwanmay262011volume13-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sonenberg-stone-tumer-yolum-10thinternationalconferenceonautonomousagentsandmultiagentsystemsaamas2011taipeitaiwanmay262011volume13-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/atal/2011,\n  editor\t= {Liz Sonenberg and Peter Stone and Kagan Tumer and Pinar\n\t\t  Yolum},\n  title\t\t= {10th International Conference on Autonomous Agents and\n\t\t  Multiagent Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6,\n\t\t  2011, Volume 1-3},\n  publisher\t= {{IFAAMAS}},\n  year\t\t= {2011},\n  isbn\t\t= {978-0-9826571-5-7},\n  timestamp\t= {Fri, 18 Nov 2011 09:09:28 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/atal/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-escapingheuristicdepressionsinrealtimeheuristicsearch-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://portal.acm.org/citation.cfm?id=2034519\\&amp;\\#38;CFID=69154334\\&amp;\\#38;CFTOKEN=45298625\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-escapingheuristicdepressionsinrealtimeheuristicsearch-2011', 'http://portal.acm.org/citation.cfm?id=2034519\\&amp;\\#38;CFID=69154334\\&amp;\\#38;CFTOKEN=45298625', event);\">\n    Escaping heuristic depressions in real-time heuristic search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), Taipei, Taiwan, May 2-6, 2011, Volume 1-3</i>, pages 1267–1268,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://portal.acm.org/citation.cfm?id=2034519\\&amp;\\#38;CFID=69154334\\&amp;\\#38;CFTOKEN=45298625\"\n     onclick=\"log_download('hernndez-baier-escapingheuristicdepressionsinrealtimeheuristicsearch-2011', 'http://portal.acm.org/citation.cfm?id=2034519\\&amp;\\#38;CFID=69154334\\&amp;\\#38;CFTOKEN=45298625', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Escaping heuristic depressions in real-time heuristic search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-escapingheuristicdepressionsinrealtimeheuristicsearch-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-escapingheuristicdepressionsinrealtimeheuristicsearch-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/atal/hernandezb11,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Escaping heuristic depressions in real-time heuristic\n\t\t  search},\n  booktitle\t= {10th International Conference on Autonomous Agents and\n\t\t  Multiagent Systems {(AAMAS} 2011), Taipei, Taiwan, May 2-6,\n\t\t  2011, Volume 1-3},\n  pages\t\t= {1267--1268},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/atal/2011},\n  url\t\t= {http://portal.acm.org/citation.cfm?id=2034519\\&amp;\\#38;CFID=69154334\\&amp;\\#38;CFTOKEN=45298625},\n  timestamp\t= {Fri, 18 Nov 2011 09:09:28 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/atal/HernandezB11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ruz-baude-sauvan-mos-boulze-flexiblesoalifecycleonthecloudusingsca-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Flexible SOA Lifecycle on the Cloud Using SCA.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ruz, C.; Baude, F.; Sauvan, B.; Mos, A.;  and Boulze, A.\n</span>\n\n  \n\n</span>\n\n  In <i>EDOCW</i>, pages 275–282,  2011. IEEE Computer Society\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ruz-baude-sauvan-mos-boulze-flexiblesoalifecycleonthecloudusingsca-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ruz-baude-sauvan-mos-boulze-flexiblesoalifecycleonthecloudusingsca-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/edoc/ruzbsmb11,\n  author\t= {Cristian Ruz and Fran{\\c{c}}oise Baude and Bastien Sauvan\n\t\t  and Adrian Mos and Alain Boulze},\n  title\t\t= {Flexible {SOA} Lifecycle on the Cloud Using {SCA}},\n  booktitle\t= {{EDOCW}},\n  pages\t\t= {275--282},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {2011}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"walsh-ijcai2011proceedingsofthe22ndinternationaljointconferenceonartificialintelligencebarcelonacataloniaspainjuly16222011-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/proceedings/2011\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'walsh-ijcai2011proceedingsofthe22ndinternationaljointconferenceonartificialintelligencebarcelonacataloniaspainjuly16222011-2011', 'http://ijcai.org/proceedings/2011', event);\">\n    IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16-22, 2011.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Walsh, T.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n  IJCAI/AAAI.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/proceedings/2011\"\n     onclick=\"log_download('walsh-ijcai2011proceedingsofthe22ndinternationaljointconferenceonartificialintelligencebarcelonacataloniaspainjuly16222011-2011', 'http://ijcai.org/proceedings/2011', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16-22, 2011 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/walsh-ijcai2011proceedingsofthe22ndinternationaljointconferenceonartificialintelligencebarcelonacataloniaspainjuly16222011-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('walsh-ijcai2011proceedingsofthe22ndinternationaljointconferenceonartificialintelligencebarcelonacataloniaspainjuly16222011-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2011,\n  editor\t= {Toby Walsh},\n  title\t\t= {{IJCAI} 2011, Proceedings of the 22nd International Joint\n\t\t  Conference on Artificial Intelligence, Barcelona,\n\t\t  Catalonia, Spain, July 16-22, 2011},\n  publisher\t= {{IJCAI/AAAI}},\n  year\t\t= {2011},\n  url\t\t= {http://ijcai.org/proceedings/2011},\n  isbn\t\t= {978-1-57735-516-8},\n  timestamp\t= {Wed, 20 Jul 2016 14:35:20 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011', 'https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104', event);\">\n    Real-Time Heuristic Search with Depression Avoidance.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16-22, 2011</i>, pages 578–583,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104\"\n     onclick=\"log_download('hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011', 'https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Real-Time Heuristic Search with Depression Avoidance [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104\"\n     onclick=\"log_download('hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011', 'http://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-realtimeheuristicsearchwithdepressionavoidance-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/hernandezb11,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Real-Time Heuristic Search with Depression Avoidance},\n  booktitle\t= {{IJCAI} 2011, Proceedings of the 22nd International Joint\n\t\t  Conference on Artificial Intelligence, Barcelona,\n\t\t  Catalonia, Spain, July 16-22, 2011},\n  pages\t\t= {578--583},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/ijcai/2011},\n  url\t\t= {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-104},\n  doi\t\t= {10.5591/978-1-57735-516-8/IJCAI11-104},\n  timestamp\t= {Tue, 23 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/HernandezB11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"borrajo-likhachev-lpez-proceedingsofthefourthannualsymposiumoncombinatorialsearchsocs2011castelldecardonabarcelonaspainjuly15162011-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Fourth Annual Symposium on Combinatorial Search, SOCS 2011, Castell de Cardona, Barcelona, Spain, July 15.16, 2011.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Borrajo, D.; Likhachev, M.;  and López, C. L.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/borrajo-likhachev-lpez-proceedingsofthefourthannualsymposiumoncombinatorialsearchsocs2011castelldecardonabarcelonaspainjuly15162011-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('borrajo-likhachev-lpez-proceedingsofthefourthannualsymposiumoncombinatorialsearchsocs2011castelldecardonabarcelonaspainjuly15162011-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/socs/2011,\n  editor\t= {Daniel Borrajo and Maxim Likhachev and Carlos Linares\n\t\t  L{\\&#x27;{o}}pez},\n  title\t\t= {Proceedings of the Fourth Annual Symposium on\n\t\t  Combinatorial Search, {SOCS} 2011, Castell de Cardona,\n\t\t  Barcelona, Spain, July 15.16, 2011},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2011},\n  timestamp\t= {Thu, 07 Jul 2011 18:00:20 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/2011},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036', event);\">\n    Real-Time Adaptive A* with Depression Avoidance.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Fourth Annual Symposium on Combinatorial Search, SOCS 2011, Castell de Cardona, Barcelona, Spain, July 15.16, 2011</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036\"\n     onclick=\"log_download('hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011', 'http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Real-Time Adaptive A* with Depression Avoidance [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-realtimeadaptiveawithdepressionavoidance-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/socs/hernandezb11,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Real-Time Adaptive A* with Depression Avoidance},\n  booktitle\t= {Proceedings of the Fourth Annual Symposium on\n\t\t  Combinatorial Search, {SOCS} 2011, Castell de Cardona,\n\t\t  Barcelona, Spain, July 15.16, 2011},\n  year\t\t= {2011},\n  crossref\t= {DBLP:conf/socs/2011},\n  url\t\t= {http://www.aaai.org/ocs/index.php/SOCS/SOCS11/paper/view/4036},\n  timestamp\t= {Tue, 09 Aug 2011 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/socs/HernandezB11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.3233/AIC-2011-0507\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011', 'https://doi.org/10.3233/AIC-2011-0507', event);\">\n    Planning with rich goals, preferences and procedural operators via reformulation.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>AI Commun.</i>, 24(4): 347–348.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.3233/AIC-2011-0507\"\n     onclick=\"log_download('baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011', 'https://doi.org/10.3233/AIC-2011-0507', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Planning with rich goals, preferences and procedural operators via reformulation [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.3233/AIC-2011-0507\"\n     onclick=\"log_download('baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011', 'http://doi.org/10.3233/AIC-2011-0507', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-planningwithrichgoalspreferencesandproceduraloperatorsviareformulation-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/aicom/baier11,\n  author\t= {Jorge A. Baier},\n  title\t\t= {Planning with rich goals, preferences and procedural\n\t\t  operators via reformulation},\n  journal\t= {{AI} Commun.},\n  volume\t= {24},\n  number\t= {4},\n  pages\t\t= {347--348},\n  year\t\t= {2011},\n  url\t\t= {https://doi.org/10.3233/AIC-2011-0507},\n  doi\t\t= {10.3233/AIC-2011-0507},\n  timestamp\t= {Thu, 18 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/aicom/Baier11},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf', event);\">\n    Learning Discriminative Local Binary Patterns for Face Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Maturana, D.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>9th IEEE International Conference on Automatic Face and Gesture Recognition (FG)</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf\"\n     onclick=\"log_download('maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Learning Discriminative Local Binary Patterns for Face Recognition [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>17 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('maturana-mery-soto-learningdiscriminativelocalbinarypatternsforfacerecognition-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  maturana:etal:2011,\n  author\t= {D. Maturana and D. Mery and A. Soto},\n  title\t\t= {Learning Discriminative Local Binary Patterns for Face\n\t\t  Recognition},\n  booktitle\t= {9th IEEE International Conference on Automatic Face and\n\t\t  Gesture Recognition (FG)},\n  year\t\t= {2011},\n  abstract\t= {Histograms of Local Binary Patterns (LBPs) and variations\n\t\t  thereof are a popular local visual descriptor for face\n\t\t  recognition. So far, most variations of LBP are designed by\n\t\t  hand or are learned with non-supervised methods. In this\n\t\t  work we propose a simple method to learn discriminative\n\t\t  LBPs in a supervised manner. The method represents an\n\t\t  LBP-like descriptor as a set of pixel comparisons within a\n\t\t  neighborhood and heuristically seeks for a set of pixel\n\t\t  comparisons so as to maximize a Fisher separability\n\t\t  criterion for the resulting his- tograms. Tests on standard\n\t\t  face recognition datasets show that this method can create\n\t\t  compact yet discriminative descriptors.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/FG-2011.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Histograms of Local Binary Patterns (LBPs) and variations thereof are a popular local visual descriptor for face recognition. So far, most variations of LBP are designed by hand or are learned with non-supervised methods. In this work we propose a simple method to learn discriminative LBPs in a supervised manner. The method represents an LBP-like descriptor as a set of pixel comparisons within a neighborhood and heuristically seeks for a set of pixel comparisons so as to maximize a Fisher separability criterion for the resulting his- tograms. Tests on standard face recognition datasets show that this method can create compact yet discriminative descriptors.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf', event);\">\n    Automated Fish Bone Detection using X-ray Testing.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mery, D.; Lillo, I.; Loebel, H.; V. Riffo, A. S.; Cipriano, A.;  and Aguilera, J.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Food Engineering</i>, 105(3): 485-492.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf\"\n     onclick=\"log_download('mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Automated Fish Bone Detection using X-ray Testing [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mery-lillo-loebel-vriffo-cipriano-aguilera-automatedfishbonedetectionusingxraytesting-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mery:etal:2011,\n  author\t= {D. Mery and I. Lillo and H. Loebel and V. Riffo, A. Soto\n\t\t  and A. Cipriano and JM. Aguilera},\n  title\t\t= {Automated Fish Bone Detection using X-ray Testing},\n  journal\t= {Journal of Food Engineering},\n  volume\t= {105},\n  number\t= {3},\n  pages\t\t= {485-492},\n  year\t\t= {2011},\n  abstract\t= {In countries where fish is often consumed, fish bones are\n\t\t  some of the most frequently ingested foreign bodies\n\t\t  encountered in foods. In the production of fish fillets,\n\t\t  fish bone detection is performed by human inspection using\n\t\t  their sense of touch and vision which can lead to\n\t\t  misclassification. Effective detection of fish bones in the\n\t\t  quality control process would help avoid this problem. For\n\t\t  this reason, an X-ray machine vision approach to\n\t\t  automatically detect fish bones in fish fillets was\n\t\t  developed. This paper describes our approach and the\n\t\t  corresponding experiments with salmon and trout fillets. In\n\t\t  the experiments, salmon X-ray images using 10×10 pixels\n\t\t  detection windows and 24 intensity features (selected from\n\t\t  279 features) were analyzed. The methodology was validated\n\t\t  using representative fish bones and trouts provided by a\n\t\t  salmon industry and yielded a detection performance of 99%.\n\t\t  We believe that the proposed approach opens new\n\t\t  possibilities in the field of automated visual inspection\n\t\t  of salmon, trout and other similar fish. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/2011-JFoodEng-SalmonX.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  In countries where fish is often consumed, fish bones are some of the most frequently ingested foreign bodies encountered in foods. In the production of fish fillets, fish bone detection is performed by human inspection using their sense of touch and vision which can lead to misclassification. Effective detection of fish bones in the quality control process would help avoid this problem. For this reason, an X-ray machine vision approach to automatically detect fish bones in fish fillets was developed. This paper describes our approach and the corresponding experiments with salmon and trout fillets. In the experiments, salmon X-ray images using 10×10 pixels detection windows and 24 intensity features (selected from 279 features) were analyzed. The methodology was validated using representative fish bones and trouts provided by a salmon industry and yielded a detection performance of 99%. We believe that the proposed approach opens new possibilities in the field of automated visual inspection of salmon, trout and other similar fish. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-karatzoglou-amatriain-yavuz-implicitfeedbackrecommendationviaimplicittoexplicitordinallogisticregressionmapping-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Implicit Feedback Recommendation via Implicit-to-Explicit Ordinal Logistic Regression Mapping.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Karatzoglou, A.; Amatriain, X.;  and Yavuz, I.\n</span>\n\n  \n\n</span>\n\n  In  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-karatzoglou-amatriain-yavuz-implicitfeedbackrecommendationviaimplicittoexplicitordinallogisticregressionmapping-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-karatzoglou-amatriain-yavuz-implicitfeedbackrecommendationviaimplicittoexplicitordinallogisticregressionmapping-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2011implicit,\n  author\t= {Parra, Denis and Karatzoglou, Alexandros and Amatriain,\n\t\t  Xavier and Yavuz, Idil},\n  title\t\t= {Implicit Feedback Recommendation via Implicit-to-Explicit\n\t\t  Ordinal Logistic Regression Mapping},\n  year\t\t= {2011}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-amatriain-walkthetalkanalyzingtherelationbetweenimplicitandexplicitfeedbackforpreferenceelicitation-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Walk the Talk: analyzing the relation between implicit and explicit feedback for preference elicitation.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Amatriain, X.\n</span>\n\n  \n\n</span>\n\n  In pages 255–268,  2011. Springer Berlin/Heidelberg\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-amatriain-walkthetalkanalyzingtherelationbetweenimplicitandexplicitfeedbackforpreferenceelicitation-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-amatriain-walkthetalkanalyzingtherelationbetweenimplicitandexplicitfeedbackforpreferenceelicitation-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2011walk,\n  author\t= {Parra, Denis and Amatriain, Xavier},\n  journal\t= {User Modeling, Adaption and Personalization},\n  pages\t\t= {255--268},\n  publisher\t= {Springer Berlin/Heidelberg},\n  title\t\t= {Walk the Talk: analyzing the relation between implicit and\n\t\t  explicit feedback for preference elicitation},\n  year\t\t= {2011}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf', event);\">\n    Mixing Hierarchical Contexts for Object Recognition.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Peralta, B.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>CIARP</i>,  2011. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf\"\n     onclick=\"log_download('peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Mixing Hierarchical Contexts for Object Recognition [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('peralta-soto-mixinghierarchicalcontextsforobjectrecognition-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  peralta:etal:2011,\n  author\t= {B. Peralta and A. Soto},\n  title\t\t= {Mixing Hierarchical Contexts for Object Recognition},\n  booktitle\t= {{CIARP}},\n  year\t\t= {2011},\n  abstract\t= {Robust category-level object recognition is currently a\n\t\t  major goal for the Computer Vision community. Intra-class\n\t\t  and pose variations, as well as, background clutter and\n\t\t  partial occlusions are some of the main difficulties to\n\t\t  achieve this goal. Contextual information in the form of\n\t\t  ob- ject co-ocurrences and spatial contraints has been\n\t\t  successfully applied to reduce the inherent uncertainty of\n\t\t  the visual world. Recently, Choi et al. [5] propose the use\n\t\t  of a tree-structured graphical model to capture contextual\n\t\t  relations among objects. Under this model there is only one\n\t\t  possible fixed contextual relation among subsets of\n\t\t  objects. In this work we extent Choi et al. approach by\n\t\t  using a mixture model to consider the case that contextual\n\t\t  relations among objects depend on scene type. Our\n\t\t  experiments highlight the advantages of our proposal,\n\t\t  showing that the adaptive specialization of contextual\n\t\t  relations improves object recogni- tion and object\n\t\t  detection performances. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Peralta-2011.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Robust category-level object recognition is currently a major goal for the Computer Vision community. Intra-class and pose variations, as well as, background clutter and partial occlusions are some of the main difficulties to achieve this goal. Contextual information in the form of ob- ject co-ocurrences and spatial contraints has been successfully applied to reduce the inherent uncertainty of the visual world. Recently, Choi et al. [5] propose the use of a tree-structured graphical model to capture contextual relations among objects. Under this model there is only one possible fixed contextual relation among subsets of objects. In this work we extent Choi et al. approach by using a mixture model to consider the case that contextual relations among objects depend on scene type. Our experiments highlight the advantages of our proposal, showing that the adaptive specialization of contextual relations improves object recogni- tion and object detection performances. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf', event);\">\n    Active Learning and Subspace Clustering for Anomaly Detection.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Pichara, K.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Intelligent Data Analysis (IDA)</i>, 15(2): 151-171.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf\"\n     onclick=\"log_download('pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011', 'http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Active Learning and Subspace Clustering for Anomaly Detection [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('pichara-soto-activelearningandsubspaceclusteringforanomalydetection-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  pichara:etal:2011,\n  author\t= {K. Pichara and A. Soto},\n  title\t\t= {Active Learning and Subspace Clustering for Anomaly\n\t\t  Detection},\n  journal\t= { Intelligent Data Analysis (IDA)},\n  volume\t= {15},\n  number\t= {2},\n  pages\t\t= {151-171},\n  year\t\t= {2011},\n  abstract\t= {Today, anomaly detection is a highly valuable application\n\t\t  in the analysis of current huge datasets. Insurance\n\t\t  companies, banks and many manufacturing industries need\n\t\t  systems to help humans to detect anomalies in their daily\n\t\t  information. In general, anomalies are a very small\n\t\t  fraction of the data, therefore their detection is not an\n\t\t  easy task. Usually real sources of an anomaly are given by\n\t\t  specific values expressed on selective dimensions of\n\t\t  datasets, furthermore, many anomalies are not really\n\t\t  interesting for humans, due to the fact that\n\t\t  interestingness of anomalies is categorized subjectively by\n\t\t  the human user. In this paper we propose a new\n\t\t  semi-supervised algorithm that actively learns to detect\n\t\t  relevant anomalies by interacting with an expert user in\n\t\t  order to obtain semantic information about user\n\t\t  preferences. Our approach is based on 3 main steps. First,\n\t\t  a Bayes network identifies an initial set of candidate\n\t\t  anomalies. Afterwards, a subspace clustering technique\n\t\t  identifies relevant subsets of dimensions. Finally, a\n\t\t  probabilistic active learning scheme, based on properties\n\t\t  of Dirichlet distribution, uses the feedback from an expert\n\t\t  user to efficiently search for relevant anomalies. Our\n\t\t  results, using synthetic and real datasets, indicate that,\n\t\t  under noisy data and anomalies presenting regular patterns,\n\t\t  our approach correctly identifies relevant anomalies. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/IDA-2011.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Today, anomaly detection is a highly valuable application in the analysis of current huge datasets. Insurance companies, banks and many manufacturing industries need systems to help humans to detect anomalies in their daily information. In general, anomalies are a very small fraction of the data, therefore their detection is not an easy task. Usually real sources of an anomaly are given by specific values expressed on selective dimensions of datasets, furthermore, many anomalies are not really interesting for humans, due to the fact that interestingness of anomalies is categorized subjectively by the human user. In this paper we propose a new semi-supervised algorithm that actively learns to detect relevant anomalies by interacting with an expert user in order to obtain semantic information about user preferences. Our approach is based on 3 main steps. First, a Bayes network identifies an initial set of candidate anomalies. Afterwards, a subspace clustering technique identifies relevant subsets of dimensions. Finally, a probabilistic active learning scheme, based on properties of Dirichlet distribution, uses the feedback from an expert user to efficiently search for relevant anomalies. Our results, using synthetic and real datasets, indicate that, under noisy data and anomalies presenting regular patterns, our approach correctly identifies relevant anomalies. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"troussov-daena-ika-parra-brusilovsky-vectorisedspreadingactivationalgorithmforcentralitymeasurement-2011\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Vectorised Spreading Activation Algorithm for Centrality Measurement.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Troussov, A; Dařena, F; Žižka, J; Parra, D;  and Brusilovsky, P\n</span>\n\n  \n\n</span>\n\n  <i>Acta univ. agric. et silvic. Mendel. Brun.(Brno)</i>.  2011.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/troussov-daena-ika-parra-brusilovsky-vectorisedspreadingactivationalgorithmforcentralitymeasurement-2011\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('troussov-daena-ika-parra-brusilovsky-vectorisedspreadingactivationalgorithmforcentralitymeasurement-2011')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  troussov2011vectorised,\n  author\t= {Troussov, A and Da{\\v{r}}ena, F and {\\v{Z}}i{\\v{z}}ka, J\n\t\t  and Parra, D and Brusilovsky, P},\n  journal\t= {Acta univ. agric. et silvic. Mendel. Brun.(Brno)},\n  title\t\t= {Vectorised Spreading Activation Algorithm for Centrality\n\t\t  Measurement},\n  year\t\t= {2011}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2010\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2010')\"\n      onkeypress=\"toggleGroup('group_2010')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2010</span>\n      <span class=\"bibbase_group_count\">\n        \n        (14)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"brusilovsky-parra-sahebi-wongchokprasitti-collaborativeinformationfindinginsmallercommunitiesthecaseofresearchtalks-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Collaborative information finding in smaller communities: The case of research talks.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Brusilovsky, P.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>; Sahebi, S.;  and Wongchokprasitti, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), 2010 6th International Conference on</i>, pages 1–10,  2010. IEEE\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/brusilovsky-parra-sahebi-wongchokprasitti-collaborativeinformationfindinginsmallercommunitiesthecaseofresearchtalks-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('brusilovsky-parra-sahebi-wongchokprasitti-collaborativeinformationfindinginsmallercommunitiesthecaseofresearchtalks-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  brusilovsky2010collaborative,\n  author\t= {Brusilovsky, Peter and Parra, Denis and Sahebi, Shaghayegh\n\t\t  and Wongchokprasitti, Chirayu},\n  booktitle\t= {Collaborative Computing: Networking, Applications and\n\t\t  Worksharing (CollaborateCom), 2010 6th International\n\t\t  Conference on},\n  organization\t= {IEEE},\n  pages\t\t= {1--10},\n  title\t\t= {Collaborative information finding in smaller communities:\n\t\t  The case of research talks},\n  year\t\t= {2010}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"correa-soto-activevisualperceptionformobilerobotlocalization-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'correa-soto-activevisualperceptionformobilerobotlocalization-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf', event);\">\n    Active visual perception for mobile robot localization.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Correa, J.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Intelligent and Robotic Systems</i>, 58(3-4): 339-354.  2010.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf\"\n     onclick=\"log_download('correa-soto-activevisualperceptionformobilerobotlocalization-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Active visual perception for mobile robot localization [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/correa-soto-activevisualperceptionformobilerobotlocalization-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('correa-soto-activevisualperceptionformobilerobotlocalization-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  correa:etal:2010,\n  author\t= {J. Correa and A. Soto},\n  title\t\t= {Active visual perception for mobile robot localization},\n  journal\t= {Journal of Intelligent and Robotic Systems},\n  volume\t= {58},\n  number\t= {3-4},\n  pages\t\t= {339-354},\n  year\t\t= {2010},\n  abstract\t= {Localization is a key issue for a mobile robot, in\n\t\t  particular in environments where a globally accurate\n\t\t  positioning system, such as GPS, is not available. In these\n\t\t  environments, accurate and efficient robot localization is\n\t\t  not a trivial task, as an increase in accuracy usually\n\t\t  leads to an impoverishment in efficiency and viceversa.\n\t\t  Active perception appears as an appealing way to improve\n\t\t  the localization process by increasing the richness of the\n\t\t  information acquired from the environment. In this paper,\n\t\t  we present an active perception strategy for a mobile robot\n\t\t  provided with a visual sensor mounted on a pan-tilt\n\t\t  mechanism. The visual sensor has a limited field of view,\n\t\t  so the goal of the active perception strategy is to use the\n\t\t  pan-tilt unit to direct the sensor to informative parts of\n\t\t  the environment. To achieve this goal, we use a topological\n\t\t  map of the environment and a Bayesian non-parametric\n\t\t  estimation of robot position based on a particle filter. We\n\t\t  slightly modify the regular implementation of this filter\n\t\t  by including an additional step that selects the best\n\t\t  perceptual action using Monte Carlo estimations. We\n\t\t  understand the best perceptual action as the one that\n\t\t  produces the greatest reduction in uncertainty about the\n\t\t  robot position. We also consider in our optimization\n\t\t  function a cost term that favors efficient perceptual\n\t\t  actions. Previous works have proposed active perception\n\t\t  strategies for robot localization, but mainly in the\n\t\t  context of range sensors, grid representations of the\n\t\t  environment, and parametric techniques, such as the\n\t\t  extended Kalman filter. Accordingly, the main contributions\n\t\t  of this work are: i) Development of a sound strategy for\n\t\t  active selection of perceptual actions in the context of a\n\t\t  visual sensor and a topological map; ii) Real time\n\t\t  operation using a modified version of the particle filter\n\t\t  and Monte Carlo based estimations; iii) Implementation and\n\t\t  testing of these ideas using simulations and a real case\n\t\t  scenario. Our results indicate that, in terms of accuracy\n\t\t  of robot localization, the proposed approach decreases mean\n\t\t  average error and standard deviation with respect to a\n\t\t  passive perception scheme. Furthermore, in terms of\n\t\t  efficiency, the active scheme is able to operate in real\n\t\t  time without adding a relevant overhead to the regular\n\t\t  robot operation. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Intell-Robots-2010.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Localization is a key issue for a mobile robot, in particular in environments where a globally accurate positioning system, such as GPS, is not available. In these environments, accurate and efficient robot localization is not a trivial task, as an increase in accuracy usually leads to an impoverishment in efficiency and viceversa. Active perception appears as an appealing way to improve the localization process by increasing the richness of the information acquired from the environment. In this paper, we present an active perception strategy for a mobile robot provided with a visual sensor mounted on a pan-tilt mechanism. The visual sensor has a limited field of view, so the goal of the active perception strategy is to use the pan-tilt unit to direct the sensor to informative parts of the environment. To achieve this goal, we use a topological map of the environment and a Bayesian non-parametric estimation of robot position based on a particle filter. We slightly modify the regular implementation of this filter by including an additional step that selects the best perceptual action using Monte Carlo estimations. We understand the best perceptual action as the one that produces the greatest reduction in uncertainty about the robot position. We also consider in our optimization function a cost term that favors efficient perceptual actions. Previous works have proposed active perception strategies for robot localization, but mainly in the context of range sensors, grid representations of the environment, and parametric techniques, such as the extended Kalman filter. Accordingly, the main contributions of this work are: i) Development of a sound strategy for active selection of perceptual actions in the context of a visual sensor and a topological map; ii) Real time operation using a modified version of the particle filter and Monte Carlo based estimations; iii) Implementation and testing of these ideas using simulations and a real case scenario. Our results indicate that, in terms of accuracy of robot localization, the proposed approach decreases mean average error and standard deviation with respect to a passive perception scheme. Furthermore, in terms of efficiency, the active scheme is able to operate in real time without adding a relevant overhead to the regular robot operation. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lin-sattler-truszczynski-principlesofknowledgerepresentationandreasoningproceedingsofthetwelfthinternationalconferencekr2010torontoontariocanadamay9132010-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Principles of Knowledge Representation and Reasoning: Proceedings of the Twelfth International Conference, KR 2010, Toronto, Ontario, Canada, May 9-13, 2010.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lin, F.; Sattler, U.;  and Truszczynski, M.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2010.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lin-sattler-truszczynski-principlesofknowledgerepresentationandreasoningproceedingsofthetwelfthinternationalconferencekr2010torontoontariocanadamay9132010-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lin-sattler-truszczynski-principlesofknowledgerepresentationandreasoningproceedingsofthetwelfthinternationalconferencekr2010torontoontariocanadamay9132010-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/kr/2010,\n  editor\t= {Fangzhen Lin and Ulrike Sattler and Miroslaw\n\t\t  Truszczynski},\n  title\t\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Twelfth International Conference, {KR}\n\t\t  2010, Toronto, Ontario, Canada, May 9-13, 2010},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2010},\n  timestamp\t= {Wed, 23 Jun 2010 11:56:48 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/2010},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sohrabi-baier-mcilraith-diagnosisasplanningrevisited-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sohrabi-baier-mcilraith-diagnosisasplanningrevisited-2010', 'http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300', event);\">\n    Diagnosis as Planning Revisited.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://bibbase.org/show?bib=www.cs.toronto.edu/~shirin/list.bib\">Sohrabi, S.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Principles of Knowledge Representation and Reasoning: Proceedings of the Twelfth International Conference, KR 2010, Toronto, Ontario, Canada, May 9-13, 2010</i>,  2010. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300\"\n     onclick=\"log_download('sohrabi-baier-mcilraith-diagnosisasplanningrevisited-2010', 'http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Diagnosis as Planning Revisited [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sohrabi-baier-mcilraith-diagnosisasplanningrevisited-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>61 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sohrabi-baier-mcilraith-diagnosisasplanningrevisited-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/kr/sohrabibm10,\n  author\t= {Shirin Sohrabi and Jorge A. Baier and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {Diagnosis as Planning Revisited},\n  booktitle\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Twelfth International Conference, {KR}\n\t\t  2010, Toronto, Ontario, Canada, May 9-13, 2010},\n  year\t\t= {2010},\n  crossref\t= {DBLP:conf/kr/2010},\n  url\t\t= {http://aaai.org/ocs/index.php/KR/KR2010/paper/view/1300},\n  timestamp\t= {Wed, 23 Jun 2010 11:56:48 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/SohrabiBM10},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baude-filali-huet-contes-mathias-merle-ruz-krummenacher-etal-esbfederationforlargescalesoa-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  ESB federation for large-scale SOA.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baude, F.; Filali, I.; Huet, F.; Contes, V. L.; Mathias, E. N.; Merle, P.; Ruz, C.; Krummenacher, R.; Simperl, E. P. B.; Hammerling, C.;  and Lorré, J.\n</span>\n\n  \n\n</span>\n\n  In <i>SAC</i>, pages 2459–2466,  2010. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baude-filali-huet-contes-mathias-merle-ruz-krummenacher-etal-esbfederationforlargescalesoa-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baude-filali-huet-contes-mathias-merle-ruz-krummenacher-etal-esbfederationforlargescalesoa-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/sac/baudefhcmmrkshl10,\n  author\t= {Fran{\\c{c}}oise Baude and Imen Filali and Fabrice Huet and\n\t\t  Virginie Legrand Contes and Elton N. Mathias and Philippe\n\t\t  Merle and Cristian Ruz and Reto Krummenacher and Elena\n\t\t  Paslaru Bontas Simperl and Christophe Hammerling and\n\t\t  Jean{-}Pierre Lorr{\\&#x27;{e}}},\n  title\t\t= {{ESB} federation for large-scale {SOA}},\n  booktitle\t= {{SAC}},\n  pages\t\t= {2459--2466},\n  publisher\t= {{ACM}},\n  year\t\t= {2010}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ochoa-meza-mery-cubillos-sccc2010proceedingsofthexxixinternationalconferenceofthechileancomputersciencesocietyantofagastachile1519november2010-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'ochoa-meza-mery-cubillos-sccc2010proceedingsofthexxixinternationalconferenceofthechileancomputersciencesocietyantofagastachile1519november2010-2010', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114', event);\">\n    SCCC 2010, Proceedings of the XXIX International Conference of the Chilean Computer Science Society, Antofagasta, Chile, 15-19 November 2010.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ochoa, S. F.; Meza, F.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and Cubillos, C.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  IEEE Computer Society.  2010.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114\"\n     onclick=\"log_download('ochoa-meza-mery-cubillos-sccc2010proceedingsofthexxixinternationalconferenceofthechileancomputersciencesocietyantofagastachile1519november2010-2010', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"SCCC 2010, Proceedings of the XXIX International Conference of the Chilean Computer Science Society, Antofagasta, Chile, 15-19 November 2010 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ochoa-meza-mery-cubillos-sccc2010proceedingsofthexxixinternationalconferenceofthechileancomputersciencesocietyantofagastachile1519november2010-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ochoa-meza-mery-cubillos-sccc2010proceedingsofthexxixinternationalconferenceofthechileancomputersciencesocietyantofagastachile1519november2010-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/sccc/2010,\n  editor\t= {Sergio F. Ochoa and Federico Meza and Domingo Mery and\n\t\t  Claudio Cubillos},\n  title\t\t= {{SCCC} 2010, Proceedings of the {XXIX} International\n\t\t  Conference of the Chilean Computer Science Society,\n\t\t  Antofagasta, Chile, 15-19 November 2010},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {2010},\n  url\t\t= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5750114},\n  isbn\t\t= {978-0-7695-4400-7},\n  timestamp\t= {Mon, 29 Jun 2015 17:51:30 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/2010},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1109/SCCC.2010.16\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010', 'https://doi.org/10.1109/SCCC.2010.16', event);\">\n    Escaping Heuristic Hollows in Real-Time Search without Learning.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Hernández, C.;  and Baier, J. A.\n</span>\n\n  \n\n</span>\n\n  In <i>SCCC 2010, Proceedings of the XXIX International Conference of the Chilean Computer Science Society, Antofagasta, Chile, 15-19 November 2010</i>, pages 172–177,  2010. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1109/SCCC.2010.16\"\n     onclick=\"log_download('hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010', 'https://doi.org/10.1109/SCCC.2010.16', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Escaping Heuristic Hollows in Real-Time Search without Learning [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1109/SCCC.2010.16\"\n     onclick=\"log_download('hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010', 'http://doi.org/10.1109/SCCC.2010.16', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('hernndez-baier-escapingheuristichollowsinrealtimesearchwithoutlearning-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/sccc/hernandezb10,\n  author\t= {Carlos Hern{\\&#x27;{a}}ndez and Jorge A. Baier},\n  title\t\t= {Escaping Heuristic Hollows in Real-Time Search without\n\t\t  Learning},\n  booktitle\t= {{SCCC} 2010, Proceedings of the {XXIX} International\n\t\t  Conference of the Chilean Computer Science Society,\n\t\t  Antofagasta, Chile, 15-19 November 2010},\n  pages\t\t= {172--177},\n  year\t\t= {2010},\n  crossref\t= {DBLP:conf/sccc/2010},\n  url\t\t= {https://doi.org/10.1109/SCCC.2010.16},\n  doi\t\t= {10.1109/SCCC.2010.16},\n  timestamp\t= {Thu, 25 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/HernandezB10},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf', event);\">\n    Indoor Scene Recognition Through Object Detection.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Espinace, P.; Kollar, T.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Roy, N.\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of IEEE Int. Conf. on Robotics and Automation (ICRA)</i>,  2010. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf\"\n     onclick=\"log_download('espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Indoor Scene Recognition Through Object Detection [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('espinace-kollar-soto-roy-indoorscenerecognitionthroughobjectdetection-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  espinace:etal:2010,\n  author\t= {P. Espinace and T. Kollar and A. Soto and N. Roy},\n  title\t\t= {Indoor Scene Recognition Through Object Detection},\n  booktitle\t= {Proc. of IEEE Int. Conf. on Robotics and Automation\n\t\t  (ICRA)},\n  year\t\t= {2010},\n  abstract\t= {Scene recognition is a highly valuable percep- tual\n\t\t  ability for an indoor mobile robot, however, current\n\t\t  approaches for scene recognition present a significant drop\n\t\t  in performance for the case of indoor scenes. We believe\n\t\t  that this can be explained by the high appearance\n\t\t  variability of indoor environments. This stresses the need\n\t\t  to include high- level semantic information in the\n\t\t  recognition process. In this work we propose a new approach\n\t\t  for indoor scene recognition based on a generative\n\t\t  probabilistic hierarchical model that uses common objects\n\t\t  as an intermediate semantic representation. Under this\n\t\t  model, we use object classifiers to associate low- level\n\t\t  visual features to objects, and at the same time, we use\n\t\t  contextual relations to associate objects to scenes. As a\n\t\t  further contribution, we improve the performance of current\n\t\t  state-of- the-art category-level object classifiers by\n\t\t  including geometrical information obtained from a 3D range\n\t\t  sensor that facilitates the implementation of a focus of\n\t\t  attention mechanism within a Monte Carlo sampling scheme.\n\t\t  We test our approach using real data, showing significant\n\t\t  advantages with respect to previous state-of-the-art\n\t\t  methods. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Icra-2010.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Scene recognition is a highly valuable percep- tual ability for an indoor mobile robot, however, current approaches for scene recognition present a significant drop in performance for the case of indoor scenes. We believe that this can be explained by the high appearance variability of indoor environments. This stresses the need to include high- level semantic information in the recognition process. In this work we propose a new approach for indoor scene recognition based on a generative probabilistic hierarchical model that uses common objects as an intermediate semantic representation. Under this model, we use object classifiers to associate low- level visual features to objects, and at the same time, we use contextual relations to associate objects to scenes. As a further contribution, we improve the performance of current state-of- the-art category-level object classifiers by including geometrical information obtained from a 3D range sensor that facilitates the implementation of a focus of attention mechanism within a Monte Carlo sampling scheme. We test our approach using real data, showing significant advantages with respect to previous state-of-the-art methods. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf', event);\">\n    Face Recognition with Decision Tree-based Local Binary Patterns.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Maturana, D.; Mery, D.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of Asian Conference on Computer Vision (ACCV-2010)</i>,  2010. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf\"\n     onclick=\"log_download('maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Face Recognition with Decision Tree-based Local Binary Patterns [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('maturana-mery-soto-facerecognitionwithdecisiontreebasedlocalbinarypatterns-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  maturana:etal:2010,\n  author\t= {D. Maturana and D. Mery and A. Soto},\n  title\t\t= {Face Recognition with Decision Tree-based Local Binary\n\t\t  Patterns},\n  booktitle\t= {Proc. of Asian Conference on Computer Vision (ACCV-2010)},\n  year\t\t= {2010},\n  abstract\t= {Many state-of-the-art face recognition algorithms use\n\t\t  image descriptors based on features known as Local Binary\n\t\t  Patterns (LBPs). While many variations of LBP exist, so far\n\t\t  none of them can automati- cally adapt to the training\n\t\t  data. We introduce and analyze a novel gen- eralization of\n\t\t  LBP that learns the most discriminative LBP-like features\n\t\t  for each facial region in a supervised manner. Since the\n\t\t  proposed method is based on Decision Trees, we call it\n\t\t  Decision Tree Local Binary Pat- terns or DT-LBPs. Tests on\n\t\t  standard face recognition datasets show the superiority of\n\t\t  DT-LBP with respect of several state-of-the-art feature\n\t\t  descriptors regularly used in face recognition\n\t\t  applications. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ACCV-2010.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Many state-of-the-art face recognition algorithms use image descriptors based on features known as Local Binary Patterns (LBPs). While many variations of LBP exist, so far none of them can automati- cally adapt to the training data. We introduce and analyze a novel gen- eralization of LBP that learns the most discriminative LBP-like features for each facial region in a supervised manner. Since the proposed method is based on Decision Trees, we call it Decision Tree Local Binary Pat- terns or DT-LBPs. Tests on standard face recognition datasets show the superiority of DT-LBP with respect of several state-of-the-art feature descriptors regularly used in face recognition applications. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf', event);\">\n    Automated Detection of Fish Bones in Salmon Fillets using X-ray Testing.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mery, D.; Lillo, I.; Loebel, H.; Riffo, V.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Cipriano, A.;  and Aguilera, J.\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of 4th Pacific-Rim Symposium on Image and Video Technology (PSIVT-2010)</i>,  2010. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf\"\n     onclick=\"log_download('mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Automated Detection of Fish Bones in Salmon Fillets using X-ray Testing [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mery-lillo-loebel-riffo-soto-cipriano-aguilera-automateddetectionoffishbonesinsalmonfilletsusingxraytesting-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  mery-psivt:etal:2010,\n  author\t= {D. Mery and I. Lillo and H. Loebel and V. Riffo and A.\n\t\t  Soto and A. Cipriano and JM. Aguilera},\n  title\t\t= {Automated Detection of Fish Bones in Salmon Fillets using\n\t\t  X-ray Testing},\n  booktitle\t= {Proc. of 4th Pacific-Rim Symposium on Image and Video\n\t\t  Technology (PSIVT-2010)},\n  year\t\t= {2010},\n  abstract\t= {X-ray testing is playing an increasingly important role in\n\t\t  food quality assurance. In the production of fish fillets,\n\t\t  however, fish bone detection is performed by human\n\t\t  operators using their sense of touch and vision which can\n\t\t  lead to misclassification. In countries where fish is often\n\t\t  consumed, fish bones are some of the most frequently\n\t\t  ingested foreign bodies encountered in foods. Effective\n\t\t  detection of fish bones in the quality control process\n\t\t  would help avoid this problem. For this reason, we\n\t\t  developed an X-ray machine vision approach to au-\n\t\t  tomatically detect fish bones in fish fillets. This paper\n\t\t  describes our approach and the corresponding validation\n\t\t  experiments with salmon fillets. The approach consists of\n\t\t  six steps: 1) A digital X-ray image is taken of the fish\n\t\t  fillet being tested. 2) The X-ray image is filtered and\n\t\t  enhanced to facilitate the detection of fish bones. 3)\n\t\t  Potential fish bones in the image are segmented using band\n\t\t  pass filtering, thresholding and morphological techniques.\n\t\t  4) Intensity features of the enhanced X-ray image are\n\t\t  extracted from small detection windows that are defined in\n\t\t  those regions where potential fish bones were segmented. 5)\n\t\t  A classifier is used to discriminate between ‘bones’\n\t\t  and ‘no-bones’ classes in the detection windows. 6)\n\t\t  Finally, fish bones in the X-ray image are isolated using\n\t\t  morphological operations applied on the corresponding\n\t\t  segments classified as ‘bones’. In the experiments we\n\t\t  used a high resolution flat panel detector with the\n\t\t  capacity to capture up to a 6 million pixel digital X-ray\n\t\t  image. In the training phase, we analyzed 20 representative\n\t\t  salmon fillets, 7700 detection windows (10×10 pixels) and\n\t\t  279 intensity features. Cross validation yielded a\n\t\t  detection performance of 95% using a support vector machine\n\t\t  classifier with only 24 selected features. We believe that\n\t\t  the proposed approach opens new possibilities in the field\n\t\t  of automated visual inspection of salmon and other similar\n\t\t  fish. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/PSIVT-2010.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  X-ray testing is playing an increasingly important role in food quality assurance. In the production of fish fillets, however, fish bone detection is performed by human operators using their sense of touch and vision which can lead to misclassification. In countries where fish is often consumed, fish bones are some of the most frequently ingested foreign bodies encountered in foods. Effective detection of fish bones in the quality control process would help avoid this problem. For this reason, we developed an X-ray machine vision approach to au- tomatically detect fish bones in fish fillets. This paper describes our approach and the corresponding validation experiments with salmon fillets. The approach consists of six steps: 1) A digital X-ray image is taken of the fish fillet being tested. 2) The X-ray image is filtered and enhanced to facilitate the detection of fish bones. 3) Potential fish bones in the image are segmented using band pass filtering, thresholding and morphological techniques. 4) Intensity features of the enhanced X-ray image are extracted from small detection windows that are defined in those regions where potential fish bones were segmented. 5) A classifier is used to discriminate between ‘bones’ and ‘no-bones’ classes in the detection windows. 6) Finally, fish bones in the X-ray image are isolated using morphological operations applied on the corresponding segments classified as ‘bones’. In the experiments we used a high resolution flat panel detector with the capacity to capture up to a 6 million pixel digital X-ray image. In the training phase, we analyzed 20 representative salmon fillets, 7700 detection windows (10×10 pixels) and 279 intensity features. Cross validation yielded a detection performance of 95% using a support vector machine classifier with only 24 selected features. We believe that the proposed approach opens new possibilities in the field of automated visual inspection of salmon and other similar fish. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf', event);\">\n    Quality Classification of Corn Tortillas using Computer Vision.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mery, D.; Chanona-Perez, J.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Aguilera, J.; Cipriano, A.; Velez-Riverab, N.; Arzate-Vazquez, I.;  and Gutierrez-Lopez, G.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Food Engineering</i>, 101(4): 357-364.  2010.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf\"\n     onclick=\"log_download('mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Quality Classification of Corn Tortillas using Computer Vision [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mery-chanonaperez-soto-aguilera-cipriano-velezriverab-arzatevazquez-gutierrezlopez-qualityclassificationofcorntortillasusingcomputervision-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mery:etal:2010,\n  author\t= {D. Mery and J. Chanona-Perez and A. Soto and JM. Aguilera\n\t\t  and A. Cipriano and N. Velez-Riverab and I. Arzate-Vazquez\n\t\t  and G. Gutierrez-Lopez},\n  title\t\t= {Quality Classification of Corn Tortillas using Computer\n\t\t  Vision},\n  journal\t= {Journal of Food Engineering},\n  volume\t= {101},\n  number\t= {4},\n  pages\t\t= {357-364},\n  year\t\t= {2010},\n  abstract\t= {Computer vision is playing an increasingly important role\n\t\t  in automated visual food inspection. However quality\n\t\t  control in tortilla production is still performed by human\n\t\t  operators which may lead to misclassification due to their\n\t\t  subjectivity and fatigue. In order to reduce the need for\n\t\t  human operators and therefore misclassification, we\n\t\t  developed a computer vision framework to automatically\n\t\t  classify the quality of corn tortillas according to five\n\t\t  hedonic sub-classes given by a sensorial panel. The\n\t\t  proposed framework analyzed 750 corn tortillas obtained\n\t\t  from 15 different Mexican commercial stores which were\n\t\t  either small, medium or large in size. More than 2300\n\t\t  geometric and color features were extracted from 1500\n\t\t  images capturing both sides of the 750 tortillas. After\n\t\t  implementing a feature selection algorithm, in which the\n\t\t  most relevant features were selected for the classification\n\t\t  of the five sub-classes, only 64 features were required to\n\t\t  design a classifier based on support vector machines. Cross\n\t\t  validation yielded a performance of 95% in the\n\t\t  classification of the five hedonic sub-classes.\n\t\t  Additionally, using only 10 of the selected features and a\n\t\t  simple statistical classifier, it was possible to determine\n\t\t  the origin of the tortillas with a performance of 96%. We\n\t\t  believe that the proposed framework opens up new\n\t\t  possibilities in the field of automated visual inspection\n\t\t  of tortillas. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Tortillas-2010.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Computer vision is playing an increasingly important role in automated visual food inspection. However quality control in tortilla production is still performed by human operators which may lead to misclassification due to their subjectivity and fatigue. In order to reduce the need for human operators and therefore misclassification, we developed a computer vision framework to automatically classify the quality of corn tortillas according to five hedonic sub-classes given by a sensorial panel. The proposed framework analyzed 750 corn tortillas obtained from 15 different Mexican commercial stores which were either small, medium or large in size. More than 2300 geometric and color features were extracted from 1500 images capturing both sides of the 750 tortillas. After implementing a feature selection algorithm, in which the most relevant features were selected for the classification of the five sub-classes, only 64 features were required to design a classifier based on support vector machines. Cross validation yielded a performance of 95% in the classification of the five hedonic sub-classes. Additionally, using only 10 of the selected features and a simple statistical classifier, it was possible to determine the origin of the tortillas with a performance of 96%. We believe that the proposed framework opens up new possibilities in the field of automated visual inspection of tortillas. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf', event);\">\n    Human Detection Using a Mobile Platform and Novel Features Derived From a Visual Saliency Mechanism.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Montabone, S.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Image and Vision Computing</i>, 28(3): 391-402.  2010.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf\"\n     onclick=\"log_download('montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010', 'http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Human Detection Using a Mobile Platform and Novel Features Derived From a Visual Saliency Mechanism [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('montabone-soto-humandetectionusingamobileplatformandnovelfeaturesderivedfromavisualsaliencymechanism-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  montabone:etal:2010,\n  author\t= {S. Montabone and A. Soto},\n  title\t\t= {Human Detection Using a Mobile Platform and Novel Features\n\t\t  Derived From a Visual Saliency Mechanism},\n  journal\t= {Image and Vision Computing},\n  volume\t= {28},\n  number\t= {3},\n  pages\t\t= {391-402},\n  year\t\t= {2010},\n  abstract\t= {Human detection is a key ability to an increasing number\n\t\t  of applications that operates in human inhab- ited\n\t\t  environments or needs to interact with a human user.\n\t\t  Currently, most successful approaches to human detection\n\t\t  are based on background substraction techniques that apply\n\t\t  only to the case of static cameras or cameras with highly\n\t\t  constrained motions. Furthermore, many applications rely on\n\t\t  features derived from specific human poses, such as systems\n\t\t  based on features derived from the human face which is only\n\t\t  visible when a person is facing the detecting camera. In\n\t\t  this work, we present a new com- puter vision algorithm\n\t\t  designed to operate with moving cameras and to detect\n\t\t  humans in different poses under partial or complete view of\n\t\t  the human body. We follow a standard pattern recognition\n\t\t  approach based on four main steps: (i) preprocessing to\n\t\t  achieve color constancy and stereo pair calibration, (ii)\n\t\t  seg- mentation using depth continuity information, (iii)\n\t\t  feature extraction based on visual saliency, and (iv)\n\t\t  classification using a neural network. The main novelty of\n\t\t  our approach lies in the feature extraction step, where we\n\t\t  propose novel features derived from a visual saliency\n\t\t  mechanism. In contrast to previous works, we do not use a\n\t\t  pyramidal decomposition to run the saliency algorithm, but\n\t\t  we implement this at the original image resolution using\n\t\t  the so-called integral image. Our results indicate that our\n\t\t  method: (i) outperforms state-of-the-art techniques for\n\t\t  human detection based on face detectors, (ii) outperforms\n\t\t  state-of-the-art techniques for complete human body\n\t\t  detection based on different set of visual features, and\n\t\t  (iii) operates in real time onboard a mobile platform, such\n\t\t  as a mobile robot (15 fps). },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ImageVisionComp-10.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Human detection is a key ability to an increasing number of applications that operates in human inhab- ited environments or needs to interact with a human user. Currently, most successful approaches to human detection are based on background substraction techniques that apply only to the case of static cameras or cameras with highly constrained motions. Furthermore, many applications rely on features derived from specific human poses, such as systems based on features derived from the human face which is only visible when a person is facing the detecting camera. In this work, we present a new com- puter vision algorithm designed to operate with moving cameras and to detect humans in different poses under partial or complete view of the human body. We follow a standard pattern recognition approach based on four main steps: (i) preprocessing to achieve color constancy and stereo pair calibration, (ii) seg- mentation using depth continuity information, (iii) feature extraction based on visual saliency, and (iv) classification using a neural network. The main novelty of our approach lies in the feature extraction step, where we propose novel features derived from a visual saliency mechanism. In contrast to previous works, we do not use a pyramidal decomposition to run the saliency algorithm, but we implement this at the original image resolution using the so-called integral image. Our results indicate that our method: (i) outperforms state-of-the-art techniques for human detection based on face detectors, (ii) outperforms state-of-the-art techniques for complete human body detection based on different set of visual features, and (iii) operates in real time onboard a mobile platform, such as a mobile robot (15 fps). \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parrasantander-brusilovsky-improvingcollaborativefilteringinsocialtaggingsystemsfortherecommendationofscientificarticles-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Improving Collaborative Filtering in Social Tagging Systems for the Recommendation of Scientific Articles.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Parra-Santander, D.;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Web Intelligence and Intelligent Agent Technology (WI-IAT), 2010 IEEE/WIC/ACM International Conference on</i>, volume 1, pages 136–142,  2010. IEEE\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parrasantander-brusilovsky-improvingcollaborativefilteringinsocialtaggingsystemsfortherecommendationofscientificarticles-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parrasantander-brusilovsky-improvingcollaborativefilteringinsocialtaggingsystemsfortherecommendationofscientificarticles-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2010improving,\n  author\t= {Parra-Santander, Denis and Brusilovsky, Peter},\n  booktitle\t= {Web Intelligence and Intelligent Agent Technology\n\t\t  (WI-IAT), 2010 IEEE/WIC/ACM International Conference on},\n  organization\t= {IEEE},\n  pages\t\t= {136--142},\n  title\t\t= {Improving Collaborative Filtering in Social Tagging\n\t\t  Systems for the Recommendation of Scientific Articles},\n  volume\t= {1},\n  year\t\t= {2010}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"wongchokprasitti-brusilovsky-parrasantander-conferencenavigator20communitybasedrecommendationforacademicconferences-2010\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Conference Navigator 2.0: Community-Based Recommendation for Academic Conferences.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Wongchokprasitti, C.; Brusilovsky, P.;  and Parra-Santander, D.\n</span>\n\n  \n\n</span>\n\n  In  2010. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/wongchokprasitti-brusilovsky-parrasantander-conferencenavigator20communitybasedrecommendationforacademicconferences-2010\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('wongchokprasitti-brusilovsky-parrasantander-conferencenavigator20communitybasedrecommendationforacademicconferences-2010')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  wongchokprasitti2010conference,\n  author\t= {Wongchokprasitti, Chirayu and Brusilovsky, Peter and\n\t\t  Parra-Santander, Denis},\n  publisher\t= {ACM},\n  title\t\t= {Conference Navigator 2.0: Community-Based Recommendation\n\t\t  for Academic Conferences},\n  year\t\t= {2010}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2009\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2009')\"\n      onkeypress=\"toggleGroup('group_2009')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2009</span>\n      <span class=\"bibbase_group_count\">\n        \n        (13)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf', event);\">\n    Performance Evaluation of the Covariance Descriptor for Target Detection.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cortez-Cargill, P.; Undurraga-Rius, C.; Mery, D.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of XXVIII Int. Conf. of the Chilean Computer Science Society/IEEE CS Press</i>,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf\"\n     onclick=\"log_download('cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Performance Evaluation of the Covariance Descriptor for Target Detection [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cortezcargill-undurragarius-mery-soto-performanceevaluationofthecovariancedescriptorfortargetdetection-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  cortez:etal:2009,\n  author\t= {P. Cortez-Cargill and C. Undurraga-Rius and D. Mery and A.\n\t\t  Soto},\n  title\t\t= {Performance Evaluation of the Covariance Descriptor for\n\t\t  Target Detection},\n  booktitle\t= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science\n\t\t  Society/IEEE CS Press},\n  year\t\t= {2009},\n  abstract\t= {In computer vision, there has been a strong advance in\n\t\t  creating new image descriptors. A descriptor that has\n\t\t  recently appeared is the Covariance Descriptor, but there\n\t\t  have not been any studies about the different methodologies\n\t\t  for its construction. To address this problem we have\n\t\t  conducted an analysis on the contribution of diverse\n\t\t  features of an image to the descriptor and therefore their\n\t\t  contribution to the detection of varied targets, in our\n\t\t  case: faces and pedestrians. That is why we have defined a\n\t\t  methodology to determinate the performance of the\n\t\t  covariance matrix created from different characteristics.\n\t\t  Now we are able to determinate the best set of features for\n\t\t  face and people detection, for each problem. We have also\n\t\t  achieved to establish that not any kind of combination of\n\t\t  features can be used because it might not exist a\n\t\t  correlation between them. Finally, when an analysis is\n\t\t  performed with the best set of features, for the face\n\t\t  detection problem we reach a performance of 99%, meanwhile\n\t\t  for the pedestrian detection problem we reach a performance\n\t\t  of 85%. With this we hope we have built a more solid base\n\t\t  when choosing features for this descriptor, allowing to\n\t\t  move forward to other topics such as object recognition or\n\t\t  tracking. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Proceedings-Cortez_Undurraga_Mery_Soto_SCCC2009.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  In computer vision, there has been a strong advance in creating new image descriptors. A descriptor that has recently appeared is the Covariance Descriptor, but there have not been any studies about the different methodologies for its construction. To address this problem we have conducted an analysis on the contribution of diverse features of an image to the descriptor and therefore their contribution to the detection of varied targets, in our case: faces and pedestrians. That is why we have defined a methodology to determinate the performance of the covariance matrix created from different characteristics. Now we are able to determinate the best set of features for face and people detection, for each problem. We have also achieved to establish that not any kind of combination of features can be used because it might not exist a correlation between them. Finally, when an analysis is performed with the best set of features, for the face detection problem we reach a performance of 99%, meanwhile for the pedestrian detection problem we reach a performance of 85%. With this we hope we have built a more solid base when choosing features for this descriptor, allowing to move forward to other topics such as object recognition or tracking. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"gerevini-howe-cesta-refanidis-proceedingsofthe19thinternationalconferenceonautomatedplanningandschedulingicaps2009thessalonikigreeceseptember19232009-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the 19th International Conference on Automated Planning and Scheduling, ICAPS 2009, Thessaloniki, Greece, September 19-23, 2009.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Gerevini, A.; Howe, A. E.; Cesta, A.;  and Refanidis, I.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2009.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/gerevini-howe-cesta-refanidis-proceedingsofthe19thinternationalconferenceonautomatedplanningandschedulingicaps2009thessalonikigreeceseptember19232009-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('gerevini-howe-cesta-refanidis-proceedingsofthe19thinternationalconferenceonautomatedplanningandschedulingicaps2009thessalonikigreeceseptember19232009-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2009,\n  editor\t= {Alfonso Gerevini and Adele E. Howe and Amedeo Cesta and\n\t\t  Ioannis Refanidis},\n  title\t\t= {Proceedings of the 19th International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2009,\n\t\t  Thessaloniki, Greece, September 19-23, 2009},\n  publisher\t= {{AAAI}},\n  year\t\t= {2009},\n  isbn\t\t= {978-1-57735-406-2},\n  timestamp\t= {Wed, 25 Nov 2009 09:51:15 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2009},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-botea-improvingplanningperformanceusinglowconflictrelaxedplans-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-botea-improvingplanningperformanceusinglowconflictrelaxedplans-2009', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725', event);\">\n    Improving Planning Performance Using Low-Conflict Relaxed Plans.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Botea, A.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 19th International Conference on Automated Planning and Scheduling, ICAPS 2009, Thessaloniki, Greece, September 19-23, 2009</i>,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725\"\n     onclick=\"log_download('baier-botea-improvingplanningperformanceusinglowconflictrelaxedplans-2009', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Improving Planning Performance Using Low-Conflict Relaxed Plans [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-botea-improvingplanningperformanceusinglowconflictrelaxedplans-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-botea-improvingplanningperformanceusinglowconflictrelaxedplans-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/baierb09,\n  author\t= {Jorge A. Baier and Adi Botea},\n  title\t\t= {Improving Planning Performance Using Low-Conflict Relaxed\n\t\t  Plans},\n  booktitle\t= {Proceedings of the 19th International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2009,\n\t\t  Thessaloniki, Greece, September 19-23, 2009},\n  year\t\t= {2009},\n  crossref\t= {DBLP:conf/aips/2009},\n  url\t\t= {http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/725},\n  timestamp\t= {Thu, 13 Dec 2012 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/BaierB09},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"muise-mcilraith-baier-reimer-exploitingngramanalysistopredictoperatorsequences-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'muise-mcilraith-baier-reimer-exploitingngramanalysistopredictoperatorsequences-2009', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741', event);\">\n    Exploiting N-Gram Analysis to Predict Operator Sequences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://www.haz.ca/academic-publications.html\">Muise, C. J.</a>; <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Reimer, M.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the 19th International Conference on Automated Planning and Scheduling, ICAPS 2009, Thessaloniki, Greece, September 19-23, 2009</i>,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741\"\n     onclick=\"log_download('muise-mcilraith-baier-reimer-exploitingngramanalysistopredictoperatorsequences-2009', 'http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Exploiting N-Gram Analysis to Predict Operator Sequences [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/muise-mcilraith-baier-reimer-exploitingngramanalysistopredictoperatorsequences-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>14 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('muise-mcilraith-baier-reimer-exploitingngramanalysistopredictoperatorsequences-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/muisembr09,\n  author\t= {Christian J. Muise and Sheila A. McIlraith and Jorge A.\n\t\t  Baier and Michael Reimer},\n  title\t\t= {Exploiting N-Gram Analysis to Predict Operator Sequences},\n  booktitle\t= {Proceedings of the 19th International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2009,\n\t\t  Thessaloniki, Greece, September 19-23, 2009},\n  year\t\t= {2009},\n  crossref\t= {DBLP:conf/aips/2009},\n  url\t\t= {http://aaai.org/ocs/index.php/ICAPS/ICAPS09/paper/view/741},\n  timestamp\t= {Thu, 13 Dec 2012 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/MuiseMBR09},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"boutilier-ijcai2009proceedingsofthe21stinternationaljointconferenceonartificialintelligencepasadenacaliforniausajuly11172009-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/proceedings/2009\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'boutilier-ijcai2009proceedingsofthe21stinternationaljointconferenceonartificialintelligencepasadenacaliforniausajuly11172009-2009', 'http://ijcai.org/proceedings/2009', event);\">\n    IJCAI 2009, Proceedings of the 21st International Joint Conference on Artificial Intelligence, Pasadena, California, USA, July 11-17, 2009.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Boutilier, C.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n   2009.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/proceedings/2009\"\n     onclick=\"log_download('boutilier-ijcai2009proceedingsofthe21stinternationaljointconferenceonartificialintelligencepasadenacaliforniausajuly11172009-2009', 'http://ijcai.org/proceedings/2009', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"IJCAI 2009, Proceedings of the 21st International Joint Conference on Artificial Intelligence, Pasadena, California, USA, July 11-17, 2009 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/boutilier-ijcai2009proceedingsofthe21stinternationaljointconferenceonartificialintelligencepasadenacaliforniausajuly11172009-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('boutilier-ijcai2009proceedingsofthe21stinternationaljointconferenceonartificialintelligencepasadenacaliforniausajuly11172009-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2009,\n  editor\t= {Craig Boutilier},\n  title\t\t= {{IJCAI} 2009, Proceedings of the 21st International Joint\n\t\t  Conference on Artificial Intelligence, Pasadena,\n\t\t  California, USA, July 11-17, 2009},\n  year\t\t= {2009},\n  url\t\t= {http://ijcai.org/proceedings/2009},\n  timestamp\t= {Wed, 20 Jul 2016 14:02:05 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2009},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"sohrabi-baier-mcilraith-htnplanningwithpreferences-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/Proceedings/09/Papers/298.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'sohrabi-baier-mcilraith-htnplanningwithpreferences-2009', 'http://ijcai.org/Proceedings/09/Papers/298.pdf', event);\">\n    HTN Planning with Preferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://bibbase.org/show?bib=www.cs.toronto.edu/~shirin/list.bib\">Sohrabi, S.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>IJCAI 2009, Proceedings of the 21st International Joint Conference on Artificial Intelligence, Pasadena, California, USA, July 11-17, 2009</i>, pages 1790–1797,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/Proceedings/09/Papers/298.pdf\"\n     onclick=\"log_download('sohrabi-baier-mcilraith-htnplanningwithpreferences-2009', 'http://ijcai.org/Proceedings/09/Papers/298.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"HTN Planning with Preferences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/sohrabi-baier-mcilraith-htnplanningwithpreferences-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>43 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('sohrabi-baier-mcilraith-htnplanningwithpreferences-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/sohrabibm09,\n  author\t= {Shirin Sohrabi and Jorge A. Baier and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {{HTN} Planning with Preferences},\n  booktitle\t= {{IJCAI} 2009, Proceedings of the 21st International Joint\n\t\t  Conference on Artificial Intelligence, Pasadena,\n\t\t  California, USA, July 11-17, 2009},\n  pages\t\t= {1790--1797},\n  year\t\t= {2009},\n  crossref\t= {DBLP:conf/ijcai/2009},\n  url\t\t= {http://ijcai.org/Proceedings/09/Papers/298.pdf},\n  timestamp\t= {Wed, 20 Jul 2016 14:02:05 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/SohrabiBM09},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1016/j.artint.2008.11.011\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009', 'https://doi.org/10.1016/j.artint.2008.11.011', event);\">\n    A heuristic search approach to planning with temporally extended preferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~fbacchus/research.shtml\">Bacchus, F.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Artif. Intell.</i>, 173(5-6): 593–618.  2009.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1016/j.artint.2008.11.011\"\n     onclick=\"log_download('baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009', 'https://doi.org/10.1016/j.artint.2008.11.011', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A heuristic search approach to planning with temporally extended preferences [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1016/j.artint.2008.11.011\"\n     onclick=\"log_download('baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009', 'http://doi.org/10.1016/j.artint.2008.11.011', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>24 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/ai/baierbm09,\n  author\t= {Jorge A. Baier and Fahiem Bacchus and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {A heuristic search approach to planning with temporally\n\t\t  extended preferences},\n  journal\t= {Artif. Intell.},\n  volume\t= {173},\n  number\t= {5-6},\n  pages\t\t= {593--618},\n  year\t\t= {2009},\n  url\t\t= {https://doi.org/10.1016/j.artint.2008.11.011},\n  doi\t\t= {10.1016/j.artint.2008.11.011},\n  timestamp\t= {Sat, 27 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/ai/BaierBM09},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf', event);\">\n    Face Recognition with Local Binary Patterns, Spatial Pyramid Histograms and Naive Bayes Nearest Neighbor classification.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Maturana, D.; <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of XXVIII Int. Conf. of the Chilean Computer Science Society/IEEE CS Press</i>,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf\"\n     onclick=\"log_download('maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Face Recognition with Local Binary Patterns, Spatial Pyramid Histograms and Naive Bayes Nearest Neighbor classification [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('maturana-mery-soto-facerecognitionwithlocalbinarypatternsspatialpyramidhistogramsandnaivebayesnearestneighborclassification-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  maturana:etal:2009,\n  author\t= {D. Maturana and D. Mery and A. Soto},\n  title\t\t= {Face Recognition with Local Binary Patterns, Spatial\n\t\t  Pyramid Histograms and Naive Bayes Nearest Neighbor\n\t\t  classification},\n  booktitle\t= {Proc. of XXVIII Int. Conf. of the Chilean Computer Science\n\t\t  Society/IEEE CS Press},\n  year\t\t= {2009},\n  abstract\t= {Face recognition algorithms commonly assume that face\n\t\t  images are well aligned and have a similar pose – yet in\n\t\t  many practical applications it is impossible to meet these\n\t\t  conditions. Therefore extending face recognition to un-\n\t\t  constrained face images has become an active area of\n\t\t  research. To this end, histograms of Local Binary Patterns\n\t\t  (LBP) have proven to be highly discriminative descriptors\n\t\t  for face recognition. Nonetheless, most LBP-based\n\t\t  algorithms use a rigid descriptor matching strategy that is\n\t\t  not robust against pose variation and misalignment. We\n\t\t  propose two algorithms for face recognition that are de-\n\t\t  signed to deal with pose variations and misalignment. We\n\t\t  also incorporate an illumination normalization step that\n\t\t  increases robustness against lighting variations. The\n\t\t  proposed algorithms use descriptors based on histograms of\n\t\t  LBP and perform descriptor matching with spatial pyramid\n\t\t  matching (SPM) and Naive Bayes Nearest Neighbor (NBNN),\n\t\t  respectively. Our con- tribution is the inclusion of\n\t\t  flexible spatial matching schemes that use an\n\t\t  image-to-class relation to provide an improved robustness\n\t\t  with respect to intra-class variations. We compare the\n\t\t  accuracy of the proposed algorithms against Ahonen’s\n\t\t  original LBP-based face recognition system and two baseline\n\t\t  holistic classifiers on four standard datasets. Our results\n\t\t  indicate that the algorithm based on NBNN outperforms the\n\t\t  other solutions, and does so more markedly in presence of\n\t\t  pose variations. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Final-Daniel-09.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Face recognition algorithms commonly assume that face images are well aligned and have a similar pose – yet in many practical applications it is impossible to meet these conditions. Therefore extending face recognition to un- constrained face images has become an active area of research. To this end, histograms of Local Binary Patterns (LBP) have proven to be highly discriminative descriptors for face recognition. Nonetheless, most LBP-based algorithms use a rigid descriptor matching strategy that is not robust against pose variation and misalignment. We propose two algorithms for face recognition that are de- signed to deal with pose variations and misalignment. We also incorporate an illumination normalization step that increases robustness against lighting variations. The proposed algorithms use descriptors based on histograms of LBP and perform descriptor matching with spatial pyramid matching (SPM) and Naive Bayes Nearest Neighbor (NBNN), respectively. Our con- tribution is the inclusion of flexible spatial matching schemes that use an image-to-class relation to provide an improved robustness with respect to intra-class variations. We compare the accuracy of the proposed algorithms against Ahonen’s original LBP-based face recognition system and two baseline holistic classifiers on four standard datasets. Our results indicate that the algorithm based on NBNN outperforms the other solutions, and does so more markedly in presence of pose variations. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;amp;-Education.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;amp;-Education.pdf', event);\">\n    Collaborative Robotic Instruction: A Graph Teaching Experience.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mitnik, R.; Recabarren, M.; Nussbaum, M.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Computers and Education</i>, 53(2): 330-342.  2009.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;amp;-Education.pdf\"\n     onclick=\"log_download('mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;amp;-Education.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Collaborative Robotic Instruction: A Graph Teaching Experience [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mitnik-recabarren-nussbaum-soto-collaborativeroboticinstructionagraphteachingexperience-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mitnik:etal:2009,\n  author\t= {R. Mitnik and M. Recabarren and M. Nussbaum and A. Soto},\n  title\t\t= {Collaborative Robotic Instruction: A Graph Teaching\n\t\t  Experience},\n  journal\t= {Computers and Education},\n  volume\t= {53},\n  number\t= {2},\n  pages\t\t= {330-342},\n  year\t\t= {2009},\n  abstract\t= {Graphing is a key skill in the study of Physics. Drawing\n\t\t  and interpreting graphs play a key role in the\n\t\t  understanding of science, while the lack of these has\n\t\t  proved to be a handicap and a limiting factor in the\n\t\t  learning of scientific concepts. It has been observed that\n\t\t  despite the amount of previous graph-work- ing experience,\n\t\t  students of all ages experience a series of difficulties\n\t\t  when trying to comprehend graphs or when trying to relate\n\t\t  them with physical concepts such as position, velocity and\n\t\t  acceleration. Several computational tools have risen to\n\t\t  improve the students’ understanding of kinematical\n\t\t  graphs; however, these approaches fail to develop graph\n\t\t  construction skills. On the other hand, Robots have opened\n\t\t  new opportunities in learning. Nevertheless, most of their\n\t\t  educational applications focus on Robotics related\n\t\t  subjects, such as robot programming, robot construction,\n\t\t  and artificial intelligence. This paper describes a robotic\n\t\t  activity based on face-to-face computer supported\n\t\t  collaborative learning. By means of a set of handhelds and\n\t\t  a robot wirelessly interconnected, the aim of the activity\n\t\t  is to develop graph construction and graph interpretation\n\t\t  skills while also reinforcing kinematics concepts. Results\n\t\t  show that students using the robotic activity achieve a\n\t\t  significant increase in their graph interpreting skills.\n\t\t  Moreover, when compared with a similar computer-simulated\n\t\t  activity, it proved to be almost twice as effective.\n\t\t  Finally, the robotic application proved to be a highly\n\t\t  motivating activity for the students, fostering\n\t\t  collaboration among them.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Mitnik_2009_Computers-&amp;amp;-Education.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Graphing is a key skill in the study of Physics. Drawing and interpreting graphs play a key role in the understanding of science, while the lack of these has proved to be a handicap and a limiting factor in the learning of scientific concepts. It has been observed that despite the amount of previous graph-work- ing experience, students of all ages experience a series of difficulties when trying to comprehend graphs or when trying to relate them with physical concepts such as position, velocity and acceleration. Several computational tools have risen to improve the students’ understanding of kinematical graphs; however, these approaches fail to develop graph construction skills. On the other hand, Robots have opened new opportunities in learning. Nevertheless, most of their educational applications focus on Robotics related subjects, such as robot programming, robot construction, and artificial intelligence. This paper describes a robotic activity based on face-to-face computer supported collaborative learning. By means of a set of handhelds and a robot wirelessly interconnected, the aim of the activity is to develop graph construction and graph interpretation skills while also reinforcing kinematics concepts. Results show that students using the robotic activity achieve a significant increase in their graph interpreting skills. Moreover, when compared with a similar computer-simulated activity, it proved to be almost twice as effective. Finally, the robotic application proved to be a highly motivating activity for the students, fostering collaboration among them.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-brusilovsky-collaborativefilteringforsocialtaggingsystemsanexperimentwithciteulike-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Collaborative filtering for social tagging systems: an experiment with CiteULike.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the third ACM conference on Recommender systems</i>, pages 237–240,  2009. ACM\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-brusilovsky-collaborativefilteringforsocialtaggingsystemsanexperimentwithciteulike-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-brusilovsky-collaborativefilteringforsocialtaggingsystemsanexperimentwithciteulike-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2009collaborative,\n  author\t= {Parra, Denis and Brusilovsky, Peter},\n  booktitle\t= {Proceedings of the third ACM conference on Recommender\n\t\t  systems},\n  organization\t= {ACM},\n  pages\t\t= {237--240},\n  title\t\t= {Collaborative filtering for social tagging systems: an\n\t\t  experiment with CiteULike},\n  year\t\t= {2009}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"parra-brusilovsky-evaluationofcollaborativefilteringalgorithmsforrecommendingarticlesonciteulike-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Evaluation of Collaborative Filtering Algorithms for Recommending Articles on CiteULike.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In volume 3,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/parra-brusilovsky-evaluationofcollaborativefilteringalgorithmsforrecommendingarticlesonciteulike-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('parra-brusilovsky-evaluationofcollaborativefilteringalgorithmsforrecommendingarticlesonciteulike-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  parra2009evaluation,\n  author\t= {Parra, Denis and Brusilovsky, Peter},\n  journal\t= {Workshop: Web 3.0 Merging Semantic Web and Social Web at\n\t\t  HyperText&#x27;09, 3-6},\n  title\t\t= {Evaluation of Collaborative Filtering Algorithms for\n\t\t  Recommending Articles on CiteULike},\n  volume\t= {3},\n  year\t\t= {2009}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf', event);\">\n    An ensemble of Discriminative Local Subspaces in Microarray Data for Gene Ontology Annotation Predictions.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Puelma, T.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Gutierrez, R.\n</span>\n\n  \n\n</span>\n\n  In <i>Proc. of 1st Chilean Workshop on Pattern Recognition (CWPR)</i>, pages 52-61,  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf\"\n     onclick=\"log_download('puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009', 'http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"An ensemble of Discriminative Local Subspaces in Microarray Data for Gene Ontology Annotation Predictions [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('puelma-soto-gutierrez-anensembleofdiscriminativelocalsubspacesinmicroarraydataforgeneontologyannotationpredictions-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  puelma:etal:2009,\n  author\t= {T. Puelma and A. Soto and R. Gutierrez},\n  title\t\t= {An ensemble of Discriminative Local Subspaces in\n\t\t  Microarray Data for Gene Ontology Annotation Predictions},\n  booktitle\t= {Proc. of 1st Chilean Workshop on Pattern Recognition\n\t\t  (CWPR)},\n  pages\t\t= {52-61},\n  year\t\t= {2009},\n  abstract\t= {Genome sequencing has allowed to know almost every gene of\n\t\t  many organisms. However, understanding the functions of\n\t\t  most genes is still an open problem. In this paper, we\n\t\t  present a novel machine learning method to predict\n\t\t  functions of unknown genes in base of gene expression data\n\t\t  and Gene Ontology annotations. Most function prediction al-\n\t\t  gorithms developed in the past don’t exploit the\n\t\t  discriminative power of supervised learning. In contrast,\n\t\t  our method uses this to find discriminative local subspaces\n\t\t  that are suitable to perform gene functional prediction.\n\t\t  Cross-validation test are done in artificial and real data\n\t\t  and compared with a state-of- the-art method. Preliminary\n\t\t  results shows that in overall, our method outperforms the\n\t\t  other approach in terms of precision and recall, giving\n\t\t  insights in the importance of a good selection of\n\t\t  discriminative experiments.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/DLS-Final-v2.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Genome sequencing has allowed to know almost every gene of many organisms. However, understanding the functions of most genes is still an open problem. In this paper, we present a novel machine learning method to predict functions of unknown genes in base of gene expression data and Gene Ontology annotations. Most function prediction al- gorithms developed in the past don’t exploit the discriminative power of supervised learning. In contrast, our method uses this to find discriminative local subspaces that are suitable to perform gene functional prediction. Cross-validation test are done in artificial and real data and compared with a state-of- the-art method. Preliminary results shows that in overall, our method outperforms the other approach in terms of precision and recall, giving insights in the importance of a good selection of discriminative experiments.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"troussov-parra-brusilovsky-spreadingactivationapproachtotagawarerecommendersmodelingsimilarityonmultidimensionalnetworks-2009\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Spreading Activation Approach to Tag-aware Recommenders: Modeling Similarity on Multidimensional Networks.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Troussov, A.; <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>;  and Brusilovsky, P.\n</span>\n\n  \n\n</span>\n\n  In  2009. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/troussov-parra-brusilovsky-spreadingactivationapproachtotagawarerecommendersmodelingsimilarityonmultidimensionalnetworks-2009\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('troussov-parra-brusilovsky-spreadingactivationapproachtotagawarerecommendersmodelingsimilarityonmultidimensionalnetworks-2009')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  troussov2009spreading,\n  author\t= {Troussov, Alexander and Parra, Denis and Brusilovsky,\n\t\t  Peter},\n  journal\t= {Recommender Systems \\&amp; the Social Web},\n  title\t\t= {Spreading Activation Approach to Tag-aware Recommenders:\n\t\t  Modeling Similarity on Multidimensional Networks},\n  year\t\t= {2009}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2008\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2008')\"\n      onkeypress=\"toggleGroup('group_2008')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2008</span>\n      <span class=\"bibbase_group_count\">\n        \n        (12)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf', event);\">\n    Unsupervised Anomaly Detection in Large Databases Using Bayesian Networks.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cansado, A.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Applied Artificial Intelligence</i>, 22(4): 309-330.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf\"\n     onclick=\"log_download('cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Unsupervised Anomaly Detection in Large Databases Using Bayesian Networks [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cansado-soto-unsupervisedanomalydetectioninlargedatabasesusingbayesiannetworks-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  cansado:soto:2008,\n  author\t= {A. Cansado and A. Soto},\n  title\t\t= {Unsupervised Anomaly Detection in Large Databases Using\n\t\t  Bayesian Networks},\n  journal\t= {Applied Artificial Intelligence},\n  volume\t= {22},\n  number\t= {4},\n  pages\t\t= {309-330},\n  year\t\t= {2008},\n  abstract\t= {Today, there has been a massive proliferation of huge\n\t\t  databases storing valuable information. The opportunities\n\t\t  of an effective use of these new data sources are enormous,\n\t\t  however, the huge size and dimensionality of current large\n\t\t  databases call for new ideas to scale up current\n\t\t  statistical and computational approaches. This paper\n\t\t  presents an application of Ar- tificial Intelligence\n\t\t  technology to the problem of automatic detection of\n\t\t  candidate anomalous records in a large database. We build\n\t\t  our approach with three main goals in mind: 1)An effective\n\t\t  detection of the records that are potentially anomalous,\n\t\t  2)A suitable selection of the subset of at- tributes that\n\t\t  explains what makes a record anomalous, and 3)An efficient\n\t\t  implementation that allows us to scale the approach to\n\t\t  large databases. Our algorithm, called Bayesian Network\n\t\t  Anomaly Detector (BNAD), uses the joint probability density\n\t\t  function (pdf) provided by a Bayesian Net- work (BN) to\n\t\t  achieve these goals. By using appropriate data structures,\n\t\t  advanced caching techniques, the flexibility of Gaussian\n\t\t  Mixture models, and the efficiency of BNs to model joint\n\t\t  pdfs, BNAD manages to effi- ciently learn a suitable BN\n\t\t  from a large dataset. We test BNAD using synthetic and real\n\t\t  databases, the latter from the fields of manufacturing and\n\t\t  astronomy, obtaining encouraging results. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Cansado-Soto-AAI-2007.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Today, there has been a massive proliferation of huge databases storing valuable information. The opportunities of an effective use of these new data sources are enormous, however, the huge size and dimensionality of current large databases call for new ideas to scale up current statistical and computational approaches. This paper presents an application of Ar- tificial Intelligence technology to the problem of automatic detection of candidate anomalous records in a large database. We build our approach with three main goals in mind: 1)An effective detection of the records that are potentially anomalous, 2)A suitable selection of the subset of at- tributes that explains what makes a record anomalous, and 3)An efficient implementation that allows us to scale the approach to large databases. Our algorithm, called Bayesian Network Anomaly Detector (BNAD), uses the joint probability density function (pdf) provided by a Bayesian Net- work (BN) to achieve these goals. By using appropriate data structures, advanced caching techniques, the flexibility of Gaussian Mixture models, and the efficiency of BNs to model joint pdfs, BNAD manages to effi- ciently learn a suitable BN from a large dataset. We test BNAD using synthetic and real databases, the latter from the fields of manufacturing and astronomy, obtaining encouraging results. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"fox-gomes-proceedingsofthetwentythirdaaaiconferenceonartificialintelligenceaaai2008chicagoillinoisusajuly13172008-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, AAAI 2008, Chicago, Illinois, USA, July 13-17, 2008.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Fox, D.;  and Gomes, C. P.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/fox-gomes-proceedingsofthetwentythirdaaaiconferenceonartificialintelligenceaaai2008chicagoillinoisusajuly13172008-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('fox-gomes-proceedingsofthetwentythirdaaaiconferenceonartificialintelligenceaaai2008chicagoillinoisusajuly13172008-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2008,\n  editor\t= {Dieter Fox and Carla P. Gomes},\n  title\t\t= {Proceedings of the Twenty-Third {AAAI} Conference on\n\t\t  Artificial Intelligence, {AAAI} 2008, Chicago, Illinois,\n\t\t  USA, July 13-17, 2008},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2008},\n  isbn\t\t= {978-1-57735-368-3},\n  timestamp\t= {Fri, 15 Aug 2008 11:13:22 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2008},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-fritz-bienvenu-mcilraith-beyondclassicalplanningproceduralcontrolknowledgeandpreferencesinstateoftheartplanners-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AAAI/2008/aaai08-251.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-fritz-bienvenu-mcilraith-beyondclassicalplanningproceduralcontrolknowledgeandpreferencesinstateoftheartplanners-2008', 'http://www.aaai.org/Library/AAAI/2008/aaai08-251.php', event);\">\n    Beyond Classical Planning: Procedural Control Knowledge and Preferences in State-of-the-Art Planners.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; <a class=\"bibbase author link\" href=\"http://chfritz.github.io/\">Fritz, C.</a>; Bienvenu, M.;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, AAAI 2008, Chicago, Illinois, USA, July 13-17, 2008</i>, pages 1509–1512,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AAAI/2008/aaai08-251.php\"\n     onclick=\"log_download('baier-fritz-bienvenu-mcilraith-beyondclassicalplanningproceduralcontrolknowledgeandpreferencesinstateoftheartplanners-2008', 'http://www.aaai.org/Library/AAAI/2008/aaai08-251.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Beyond Classical Planning: Procedural Control Knowledge and Preferences in State-of-the-Art Planners [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-fritz-bienvenu-mcilraith-beyondclassicalplanningproceduralcontrolknowledgeandpreferencesinstateoftheartplanners-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>4 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-fritz-bienvenu-mcilraith-beyondclassicalplanningproceduralcontrolknowledgeandpreferencesinstateoftheartplanners-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/baierfbm08,\n  author\t= {Jorge A. Baier and Christian Fritz and Meghyn Bienvenu and\n\t\t  Sheila A. McIlraith},\n  title\t\t= {Beyond Classical Planning: Procedural Control Knowledge\n\t\t  and Preferences in State-of-the-Art Planners},\n  booktitle\t= {Proceedings of the Twenty-Third {AAAI} Conference on\n\t\t  Artificial Intelligence, {AAAI} 2008, Chicago, Illinois,\n\t\t  USA, July 13-17, 2008},\n  pages\t\t= {1509--1512},\n  year\t\t= {2008},\n  crossref\t= {DBLP:conf/aaai/2008},\n  url\t\t= {http://www.aaai.org/Library/AAAI/2008/aaai08-251.php},\n  timestamp\t= {Tue, 10 Jun 2014 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/BaierFBM08},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"brewka-lang-principlesofknowledgerepresentationandreasoningproceedingsoftheeleventhinternationalconferencekr2008sydneyaustraliaseptember16192008-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference, KR 2008, Sydney, Australia, September 16-19, 2008.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Brewka, G.;  and Lang, J.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/brewka-lang-principlesofknowledgerepresentationandreasoningproceedingsoftheeleventhinternationalconferencekr2008sydneyaustraliaseptember16192008-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('brewka-lang-principlesofknowledgerepresentationandreasoningproceedingsoftheeleventhinternationalconferencekr2008sydneyaustraliaseptember16192008-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/kr/2008,\n  editor\t= {Gerhard Brewka and J{\\&#x27;{e}}r{\\^{o}}me Lang},\n  title\t\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Eleventh International Conference, {KR}\n\t\t  2008, Sydney, Australia, September 16-19, 2008},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2008},\n  isbn\t\t= {978-1-57735-384-3},\n  timestamp\t= {Fri, 21 Nov 2008 12:14:41 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/2008},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"fritz-baier-mcilraith-congologsintranscompilingcongologintobasicactiontheoriesforplanningandbeyond-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/KR/2008/kr08-059.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'fritz-baier-mcilraith-congologsintranscompilingcongologintobasicactiontheoriesforplanningandbeyond-2008', 'http://www.aaai.org/Library/KR/2008/kr08-059.php', event);\">\n    ConGolog, Sin Trans: Compiling ConGolog into Basic Action Theories for Planning and Beyond.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://chfritz.github.io/\">Fritz, C.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference, KR 2008, Sydney, Australia, September 16-19, 2008</i>, pages 600–610,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/KR/2008/kr08-059.php\"\n     onclick=\"log_download('fritz-baier-mcilraith-congologsintranscompilingcongologintobasicactiontheoriesforplanningandbeyond-2008', 'http://www.aaai.org/Library/KR/2008/kr08-059.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"ConGolog, Sin Trans: Compiling ConGolog into Basic Action Theories for Planning and Beyond [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/fritz-baier-mcilraith-congologsintranscompilingcongologintobasicactiontheoriesforplanningandbeyond-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('fritz-baier-mcilraith-congologsintranscompilingcongologintobasicactiontheoriesforplanningandbeyond-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/kr/fritzbm08,\n  author\t= {Christian Fritz and Jorge A. Baier and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {ConGolog, Sin Trans: Compiling ConGolog into Basic Action\n\t\t  Theories for Planning and Beyond},\n  booktitle\t= {Principles of Knowledge Representation and Reasoning:\n\t\t  Proceedings of the Eleventh International Conference, {KR}\n\t\t  2008, Sydney, Australia, September 16-19, 2008},\n  pages\t\t= {600--610},\n  year\t\t= {2008},\n  crossref\t= {DBLP:conf/kr/2008},\n  url\t\t= {http://www.aaai.org/Library/KR/2008/kr08-059.php},\n  timestamp\t= {Tue, 10 Jun 2014 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/FritzBM08},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mcilraith-planningwithpreferences-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mcilraith-planningwithpreferences-2008', 'http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204', event);\">\n    Planning with Preferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>AI Magazine</i>, 29(4): 25–36.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204\"\n     onclick=\"log_download('baier-mcilraith-planningwithpreferences-2008', 'http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Planning with Preferences [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mcilraith-planningwithpreferences-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>20 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mcilraith-planningwithpreferences-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/aim/baierm08,\n  author\t= {Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {Planning with Preferences},\n  journal\t= {{AI} Magazine},\n  volume\t= {29},\n  number\t= {4},\n  pages\t\t= {25--36},\n  year\t\t= {2008},\n  url\t\t= {http://www.aaai.org/ojs/index.php/aimagazine/article/view/2204},\n  timestamp\t= {Mon, 27 Dec 2010 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/journals/aim/BaierM08},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf', event);\">\n    Unsupervised Identification of Useful Visual Landmarks Using Multiple Segmentations and Top-Down Feedback.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Espinace, P.; Langdon, D.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Robotics and Autonomous Systems</i>, 56(6): 538-548.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf\"\n     onclick=\"log_download('espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Unsupervised Identification of Useful Visual Landmarks Using Multiple Segmentations and Top-Down Feedback [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('espinace-langdon-soto-unsupervisedidentificationofusefulvisuallandmarksusingmultiplesegmentationsandtopdownfeedback-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  espinace:soto:2008a,\n  author\t= {P. Espinace and D. Langdon and A. Soto},\n  title\t\t= {Unsupervised Identification of Useful Visual Landmarks\n\t\t  Using Multiple Segmentations and Top-Down Feedback},\n  journal\t= {Robotics and Autonomous Systems},\n  volume\t= {56},\n  number\t= {6},\n  pages\t\t= {538-548},\n  year\t\t= {2008},\n  abstract\t= {In this paper, we tackle the problem of unsupervised\n\t\t  selection and posterior recognition of visual landmarks in\n\t\t  images sequences acquired by an indoor mobile robot. This\n\t\t  is a highly valuable perceptual capability for a wide\n\t\t  variety of robotic applications, in particular autonomous\n\t\t  navigation. Our method combines a bottom-up data driven\n\t\t  approach with top-down feedback provided by high level\n\t\t  semantic representations. The bottom-up approach is based\n\t\t  on three main mechanisms: visual attention, area\n\t\t  segmentation, and landmark characterization. As there is no\n\t\t  segmentation method that works properly in every situation,\n\t\t  we integrate multiple segmentation algorithms in order to\n\t\t  increase the robustness of the approach. In terms of the\n\t\t  top-down feedback, this is provided by two information\n\t\t  sources: i) An estimation of the robot position that\n\t\t  reduces the searching scope for potential matches with\n\t\t  previously selected landmarks, ii) A set of weights that,\n\t\t  according to the results of previous recognitions, controls\n\t\t  the influence of each segmentation algorithm in the\n\t\t  recognition of each landmark. We test our approach with\n\t\t  encouraging results in three datasets corresponding to\n\t\t  real-world scenarios. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Pablo-RAS-08.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  In this paper, we tackle the problem of unsupervised selection and posterior recognition of visual landmarks in images sequences acquired by an indoor mobile robot. This is a highly valuable perceptual capability for a wide variety of robotic applications, in particular autonomous navigation. Our method combines a bottom-up data driven approach with top-down feedback provided by high level semantic representations. The bottom-up approach is based on three main mechanisms: visual attention, area segmentation, and landmark characterization. As there is no segmentation method that works properly in every situation, we integrate multiple segmentation algorithms in order to increase the robustness of the approach. In terms of the top-down feedback, this is provided by two information sources: i) An estimation of the robot position that reduces the searching scope for potential matches with previously selected landmarks, ii) A set of weights that, according to the results of previous recognitions, controls the influence of each segmentation algorithm in the recognition of each landmark. We test our approach with encouraging results in three datasets corresponding to real-world scenarios. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Improving the Selection and Detection of Visual Landmarks Through Object Tracking.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Espinace, P.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Workshop on Visual Localization for Mobile Platforms</i>,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Improving the Selection and Detection of Visual Landmarks Through Object Tracking [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('espinace-soto-improvingtheselectionanddetectionofvisuallandmarksthroughobjecttracking-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  espinace:soto:2008b,\n  author\t= {P. Espinace and A. Soto},\n  title\t\t= {Improving the Selection and Detection of Visual Landmarks\n\t\t  Through Object Tracking},\n  booktitle\t= {IEEE Conf. on Computer Vision and Pattern Recognition\n\t\t  (CVPR), Workshop on Visual Localization for Mobile\n\t\t  Platforms},\n  pages\t\t= {},\n  year\t\t= {2008},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Real-Time Robot Localization In Indoor Environments Using Structural Information.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Espinace, P.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Torres-Torriti, M.\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Latin American Robotics Symposium (LARS)</i>,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Real-Time Robot Localization In Indoor Environments Using Structural Information [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('espinace-soto-torrestorriti-realtimerobotlocalizationinindoorenvironmentsusingstructuralinformation-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  espinace:soto:torres:2008,\n  author\t= {P. Espinace and A. Soto and M. Torres-Torriti},\n  title\t\t= {Real-Time Robot Localization In Indoor Environments Using\n\t\t  Structural Information},\n  booktitle\t= {IEEE Latin American Robotics Symposium (LARS)},\n  pages\t\t= {},\n  year\t\t= {2008},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf', event);\">\n    An autonomous educational mobile robot mediator.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mitnik, R.; Nussbaum, M.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Autonomous Robots</i>, 25(4): 367-382.  2008.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf\"\n     onclick=\"log_download('mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"An autonomous educational mobile robot mediator [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mitnik-nussbaum-soto-anautonomouseducationalmobilerobotmediator-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  mitnik:etal:2008,\n  author\t= {R. Mitnik and M. Nussbaum and A. Soto},\n  title\t\t= {An autonomous educational mobile robot mediator},\n  journal\t= {Autonomous Robots},\n  volume\t= {25},\n  number\t= {4},\n  pages\t\t= {367-382},\n  year\t\t= {2008},\n  abstract\t= {So far, most of the applications of robotic technology to\n\t\t  education have mainly focused on sup- porting the teaching\n\t\t  of subjects that are closely related to the Robotics field,\n\t\t  such as robot programming, robot construction, or\n\t\t  mechatronics. Moreover, most of the applications have used\n\t\t  the robot as an end or a passive tool of the learning\n\t\t  activity, where the robot has been constructed or\n\t\t  programmed. In this paper, we present a novel application\n\t\t  of robotic technologies to education, where we use the real\n\t\t  world situatedness of a robot to teach non-robotic related\n\t\t  subjects, such as math and physics. Furthermore, we also\n\t\t  provide the robot with a suitable degree of autonomy to\n\t\t  actively guide and mediate in the development of the\n\t\t  educational activ- ity. We present our approach as an\n\t\t  educational frame- work based on a collaborative and\n\t\t  constructivist learn- ing environment, where the robot is\n\t\t  able to act as an interaction mediator capable of managing\n\t\t  the interac- tions occurring among the working students. We\n\t\t  illus- trate the use of this framework by a 4-step\n\t\t  methodology that is used to implement two educational\n\t\t  activities. These activities were tested at local schools\n\t\t  with en- couraging results. Accordingly, the main\n\t\t  contributions of this work are: i) A novel use of a mobile\n\t\t  robot to illustrate and teach relevant concepts and\n\t\t  properties of the real world; ii) A novel use of robots as\n\t\t  mediators that autonomously guide an educational activity\n\t\t  using a collaborative and constructivist learning approach;\n\t\t  iii) The implementation and testing of these ideas in a\n\t\t  real scenario, working with students at local schools. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/EducationalRobot.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  So far, most of the applications of robotic technology to education have mainly focused on sup- porting the teaching of subjects that are closely related to the Robotics field, such as robot programming, robot construction, or mechatronics. Moreover, most of the applications have used the robot as an end or a passive tool of the learning activity, where the robot has been constructed or programmed. In this paper, we present a novel application of robotic technologies to education, where we use the real world situatedness of a robot to teach non-robotic related subjects, such as math and physics. Furthermore, we also provide the robot with a suitable degree of autonomy to actively guide and mediate in the development of the educational activ- ity. We present our approach as an educational frame- work based on a collaborative and constructivist learn- ing environment, where the robot is able to act as an interaction mediator capable of managing the interac- tions occurring among the working students. We illus- trate the use of this framework by a 4-step methodology that is used to implement two educational activities. These activities were tested at local schools with en- couraging results. Accordingly, the main contributions of this work are: i) A novel use of a mobile robot to illustrate and teach relevant concepts and properties of the real world; ii) A novel use of robots as mediators that autonomously guide an educational activity using a collaborative and constructivist learning approach; iii) The implementation and testing of these ideas in a real scenario, working with students at local schools. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf', event);\">\n    Detection of Anomalies in Large Datasets Using an Active Learning Scheme Based on Dirichlet Distributions.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Pichara, K.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Araneda, A.\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Artificial Intelligence, Iberamia-08, LNCS 5290</i>, pages 163-172,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf\"\n     onclick=\"log_download('pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008', 'http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Detection of Anomalies in Large Datasets Using an Active Learning Scheme Based on Dirichlet Distributions [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('pichara-soto-araneda-detectionofanomaliesinlargedatasetsusinganactivelearningschemebasedondirichletdistributions-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  pichara:etal:2008,\n  author\t= {K. Pichara and A. Soto and A. Araneda},\n  title\t\t= {Detection of Anomalies in Large Datasets Using an Active\n\t\t  Learning Scheme Based on Dirichlet Distributions},\n  booktitle\t= {Advances in Artificial Intelligence, Iberamia-08, LNCS\n\t\t  5290},\n  pages\t\t= {163-172},\n  year\t\t= {2008},\n  abstract\t= {Today, the detection of anomalous records is a highly\n\t\t  valu- able application in the analysis of current huge\n\t\t  datasets. In this paper we propose a new algorithm that,\n\t\t  with the help of a human expert, effi- ciently explores a\n\t\t  dataset with the goal of detecting relevant anomalous\n\t\t  records. Under this scheme the computer selectively asks\n\t\t  the expert for data labeling, looking for relevant semantic\n\t\t  feedback in order to improve its knowledge about what\n\t\t  characterizes a relevant anomaly. Our ratio- nale is that\n\t\t  while computers can process huge amounts of low level data,\n\t\t  an expert has high level semantic knowledge to efficiently\n\t\t  lead the search. We build upon our previous work based on\n\t\t  Bayesian networks that pro- vides an initial set of\n\t\t  potential anomalies. In this paper, we augment this\n\t\t  approach with an active learning scheme based on the\n\t\t  clustering proper- ties of Dirichlet distributions. We test\n\t\t  the performance of our algorithm using synthetic and real\n\t\t  datasets. Our results indicate that, under noisy data and\n\t\t  anomalies presenting regular patterns, our approach\n\t\t  signifi- cantly reduces the rate of false positives, while\n\t\t  decreasing the time to reach the relevant anomalies. },\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/ActiveLearning.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Today, the detection of anomalous records is a highly valu- able application in the analysis of current huge datasets. In this paper we propose a new algorithm that, with the help of a human expert, effi- ciently explores a dataset with the goal of detecting relevant anomalous records. Under this scheme the computer selectively asks the expert for data labeling, looking for relevant semantic feedback in order to improve its knowledge about what characterizes a relevant anomaly. Our ratio- nale is that while computers can process huge amounts of low level data, an expert has high level semantic knowledge to efficiently lead the search. We build upon our previous work based on Bayesian networks that pro- vides an initial set of potential anomalies. In this paper, we augment this approach with an active learning scheme based on the clustering proper- ties of Dirichlet distributions. We test the performance of our algorithm using synthetic and real datasets. Our results indicate that, under noisy data and anomalies presenting regular patterns, our approach signifi- cantly reduces the rate of false positives, while decreasing the time to reach the relevant anomalies. \n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Human Detection in Indoor Environments Using Multiple Visual Cues and a Mobile Robot.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Pszczolkowski, S.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Iberoamerican Congress on Pattern Recognition (CIARP), LNCS 4756</i>, pages 350-359,  2008. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Human Detection in Indoor Environments Using Multiple Visual Cues and a Mobile Robot [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('pszczolkowski-soto-humandetectioninindoorenvironmentsusingmultiplevisualcuesandamobilerobot-2008')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  pszczolkowski:soto:2008,\n  author\t= {S. Pszczolkowski and A. Soto},\n  title\t\t= {Human Detection in Indoor Environments Using Multiple\n\t\t  Visual Cues and a Mobile Robot},\n  booktitle\t= {Iberoamerican Congress on Pattern Recognition (CIARP),\n\t\t  LNCS 4756},\n  pages\t\t= {350-359},\n  year\t\t= {2008},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2007\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2007')\"\n      onkeypress=\"toggleGroup('group_2007')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2007</span>\n      <span class=\"bibbase_group_count\">\n        \n        (12)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Computer Vision for Quality Control in Latin American Food Industry, A Case Study.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Aguilera, J.; Cipriano, A.; Erana, M.; Lillo, I.; Mery, D.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Valdivieso, C.\n</span>\n\n  \n\n</span>\n\n  In <i>Int. Conf. on Computer Vision (ICCV): Workshop on Computer Vision Applications for Developing Countries</i>,  2007. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Computer Vision for Quality Control in Latin American Food Industry, A Case Study [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('aguilera-cipriano-erana-lillo-mery-soto-valdivieso-computervisionforqualitycontrolinlatinamericanfoodindustryacasestudy-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  aguilera:etat:2007,\n  author\t= {JM. Aguilera and A. Cipriano and M. Erana and I. Lillo and\n\t\t  D. Mery and A. Soto and C. Valdivieso},\n  title\t\t= {Computer Vision for Quality Control in Latin American Food\n\t\t  Industry, A Case Study},\n  booktitle\t= {Int. Conf. on Computer Vision (ICCV): Workshop on Computer\n\t\t  Vision Applications for Developing Countries},\n  pages\t\t= {},\n  year\t\t= {2007},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Statistical approach to simultaneous mapping and localization for mobile robots.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Araneda, A.; Fienberg, S.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>The Annals of Applied Statistics</i>, 1(1): 66-84.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Statistical approach to simultaneous mapping and localization for mobile robots [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('araneda-fienberg-soto-astatisticalapproachtosimultaneousmappingandlocalizationformobilerobots-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  araneda:fienberg:soto:2007,\n  author\t= {A. Araneda and S. Fienberg and A. Soto},\n  title\t\t= {A Statistical approach to simultaneous mapping and\n\t\t  localization for mobile robots},\n  journal\t= {The Annals of Applied Statistics},\n  volume\t= {1},\n  number\t= {1},\n  pages\t\t= {66-84},\n  year\t\t= {2007},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"anonymous-logicalformalizationsofcommonsensereasoningpapersfromthe2007aaaispringsymposiumtechnicalreportss0705stanfordcaliforniausamarch26282007-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/Symposia/Spring/ss07-05.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'anonymous-logicalformalizationsofcommonsensereasoningpapersfromthe2007aaaispringsymposiumtechnicalreportss0705stanfordcaliforniausamarch26282007-2007', 'http://www.aaai.org/Library/Symposia/Spring/ss07-05.php', event);\">\n    Logical Formalizations of Commonsense Reasoning, Papers from the 2007 AAAI Spring Symposium, Technical Report SS-07-05, Stanford, California, USA, March 26-28, 2007.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/Symposia/Spring/ss07-05.php\"\n     onclick=\"log_download('anonymous-logicalformalizationsofcommonsensereasoningpapersfromthe2007aaaispringsymposiumtechnicalreportss0705stanfordcaliforniausamarch26282007-2007', 'http://www.aaai.org/Library/Symposia/Spring/ss07-05.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Logical Formalizations of Commonsense Reasoning, Papers from the 2007 AAAI Spring Symposium, Technical Report SS-07-05, Stanford, California, USA, March 26-28, 2007 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/anonymous-logicalformalizationsofcommonsensereasoningpapersfromthe2007aaaispringsymposiumtechnicalreportss0705stanfordcaliforniausamarch26282007-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('anonymous-logicalformalizationsofcommonsensereasoningpapersfromthe2007aaaispringsymposiumtechnicalreportss0705stanfordcaliforniausamarch26282007-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaaiss/2007-5,\n  title\t\t= {Logical Formalizations of Commonsense Reasoning, Papers\n\t\t  from the 2007 {AAAI} Spring Symposium, Technical Report\n\t\t  SS-07-05, Stanford, California, USA, March 26-28, 2007},\n  publisher\t= {{AAAI}},\n  year\t\t= {2007},\n  url\t\t= {http://www.aaai.org/Library/Symposia/Spring/ss07-05.php},\n  timestamp\t= {Fri, 17 Feb 2012 14:14:44 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaaiss/2007-5},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mcilraith-ondomainindependentheuristicsforplanningwithqualitativepreferences-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mcilraith-ondomainindependentheuristicsforplanningwithqualitativepreferences-2007', 'http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php', event);\">\n    On Domain-Independent Heuristics for Planning with Qualitative Preferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Logical Formalizations of Commonsense Reasoning, Papers from the 2007 AAAI Spring Symposium, Technical Report SS-07-05, Stanford, California, USA, March 26-28, 2007</i>, pages 7–12,  2007. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php\"\n     onclick=\"log_download('baier-mcilraith-ondomainindependentheuristicsforplanningwithqualitativepreferences-2007', 'http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"On Domain-Independent Heuristics for Planning with Qualitative Preferences [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mcilraith-ondomainindependentheuristicsforplanningwithqualitativepreferences-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mcilraith-ondomainindependentheuristicsforplanningwithqualitativepreferences-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaaiss/baierm07,\n  author\t= {Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {On Domain-Independent Heuristics for Planning with\n\t\t  Qualitative Preferences},\n  booktitle\t= {Logical Formalizations of Commonsense Reasoning, Papers\n\t\t  from the 2007 {AAAI} Spring Symposium, Technical Report\n\t\t  SS-07-05, Stanford, California, USA, March 26-28, 2007},\n  pages\t\t= {7--12},\n  year\t\t= {2007},\n  crossref\t= {DBLP:conf/aaaiss/2007-5},\n  url\t\t= {http://www.aaai.org/Library/Symposia/Spring/2007/ss07-05-003.php},\n  timestamp\t= {Fri, 17 Feb 2012 14:14:44 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaaiss/BaierM07},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"boddy-fox-thibaux-proceedingsoftheseventeenthinternationalconferenceonautomatedplanningandschedulingicaps2007providencerhodeislandusaseptember22262007-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Seventeenth International Conference on Automated Planning and Scheduling, ICAPS 2007, Providence, Rhode Island, USA, September 22-26, 2007.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Boddy, M. S.; Fox, M.;  and Thiébaux, S.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/boddy-fox-thibaux-proceedingsoftheseventeenthinternationalconferenceonautomatedplanningandschedulingicaps2007providencerhodeislandusaseptember22262007-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('boddy-fox-thibaux-proceedingsoftheseventeenthinternationalconferenceonautomatedplanningandschedulingicaps2007providencerhodeislandusaseptember22262007-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2007,\n  editor\t= {Mark S. Boddy and Maria Fox and Sylvie Thi{\\&#x27;{e}}baux},\n  title\t\t= {Proceedings of the Seventeenth International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2007,\n\t\t  Providence, Rhode Island, USA, September 22-26, 2007},\n  publisher\t= {{AAAI}},\n  year\t\t= {2007},\n  isbn\t\t= {978-1-57735-344-7},\n  timestamp\t= {Fri, 15 Aug 2008 12:09:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2007},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-fritz-mcilraith-exploitingproceduraldomaincontrolknowledgeinstateoftheartplanners-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-fritz-mcilraith-exploitingproceduraldomaincontrolknowledgeinstateoftheartplanners-2007', 'http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php', event);\">\n    Exploiting Procedural Domain Control Knowledge in State-of-the-Art Planners.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; <a class=\"bibbase author link\" href=\"http://chfritz.github.io/\">Fritz, C.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Seventeenth International Conference on Automated Planning and Scheduling, ICAPS 2007, Providence, Rhode Island, USA, September 22-26, 2007</i>, pages 26–33,  2007. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php\"\n     onclick=\"log_download('baier-fritz-mcilraith-exploitingproceduraldomaincontrolknowledgeinstateoftheartplanners-2007', 'http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Exploiting Procedural Domain Control Knowledge in State-of-the-Art Planners [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-fritz-mcilraith-exploitingproceduraldomaincontrolknowledgeinstateoftheartplanners-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-fritz-mcilraith-exploitingproceduraldomaincontrolknowledgeinstateoftheartplanners-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/baierfm07,\n  author\t= {Jorge A. Baier and Christian Fritz and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {Exploiting Procedural Domain Control Knowledge in\n\t\t  State-of-the-Art Planners},\n  booktitle\t= {Proceedings of the Seventeenth International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2007,\n\t\t  Providence, Rhode Island, USA, September 22-26, 2007},\n  pages\t\t= {26--33},\n  year\t\t= {2007},\n  crossref\t= {DBLP:conf/aips/2007},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/2007/icaps07-004.php},\n  timestamp\t= {Tue, 10 Jun 2014 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/BaierFM07},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"meza-ruz-thethreadmigrationmechanismofdsmpepe-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  The Thread Migration Mechanism of DSM-PEPE.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Meza, F.;  and Ruz, C.\n</span>\n\n  \n\n</span>\n\n  In <i>ICA3PP</i>, volume 4494, of <i>Lecture Notes in Computer Science</i>, pages 177–187,  2007. Springer\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/meza-ruz-thethreadmigrationmechanismofdsmpepe-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('meza-ruz-thethreadmigrationmechanismofdsmpepe-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ica3pp/mezar07,\n  author\t= {Federico Meza and Cristian Ruz},\n  title\t\t= {The Thread Migration Mechanism of {DSM-PEPE}},\n  booktitle\t= {{ICA3PP}},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {4494},\n  pages\t\t= {177--187},\n  publisher\t= {Springer},\n  year\t\t= {2007}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"veloso-ijcai2007proceedingsofthe20thinternationaljointconferenceonartificialintelligencehyderabadindiajanuary6122007-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/proceedings/2007\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'veloso-ijcai2007proceedingsofthe20thinternationaljointconferenceonartificialintelligencehyderabadindiajanuary6122007-2007', 'http://ijcai.org/proceedings/2007', event);\">\n    IJCAI 2007, Proceedings of the 20th International Joint Conference on Artificial Intelligence, Hyderabad, India, January 6-12, 2007.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Veloso, M. M.,\n  editor.\n  \n</span>\n\n  \n\n</span>\n\n   2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/proceedings/2007\"\n     onclick=\"log_download('veloso-ijcai2007proceedingsofthe20thinternationaljointconferenceonartificialintelligencehyderabadindiajanuary6122007-2007', 'http://ijcai.org/proceedings/2007', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"IJCAI 2007, Proceedings of the 20th International Joint Conference on Artificial Intelligence, Hyderabad, India, January 6-12, 2007 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/veloso-ijcai2007proceedingsofthe20thinternationaljointconferenceonartificialintelligencehyderabadindiajanuary6122007-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('veloso-ijcai2007proceedingsofthe20thinternationaljointconferenceonartificialintelligencehyderabadindiajanuary6122007-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/ijcai/2007,\n  editor\t= {Manuela M. Veloso},\n  title\t\t= {{IJCAI} 2007, Proceedings of the 20th International Joint\n\t\t  Conference on Artificial Intelligence, Hyderabad, India,\n\t\t  January 6-12, 2007},\n  year\t\t= {2007},\n  url\t\t= {http://ijcai.org/proceedings/2007},\n  timestamp\t= {Wed, 20 Jul 2016 13:58:40 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/2007},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ijcai.org/Proceedings/07/Papers/292.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2007', 'http://ijcai.org/Proceedings/07/Papers/292.pdf', event);\">\n    A Heuristic Search Approach to Planning with Temporally Extended Preferences.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~fbacchus/research.shtml\">Bacchus, F.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>IJCAI 2007, Proceedings of the 20th International Joint Conference on Artificial Intelligence, Hyderabad, India, January 6-12, 2007</i>, pages 1808–1815,  2007. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ijcai.org/Proceedings/07/Papers/292.pdf\"\n     onclick=\"log_download('baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2007', 'http://ijcai.org/Proceedings/07/Papers/292.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"A Heuristic Search Approach to Planning with Temporally Extended Preferences [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-bacchus-mcilraith-aheuristicsearchapproachtoplanningwithtemporallyextendedpreferences-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/ijcai/baierbm07,\n  author\t= {Jorge A. Baier and Fahiem Bacchus and Sheila A.\n\t\t  McIlraith},\n  title\t\t= {A Heuristic Search Approach to Planning with Temporally\n\t\t  Extended Preferences},\n  booktitle\t= {{IJCAI} 2007, Proceedings of the 20th International Joint\n\t\t  Conference on Artificial Intelligence, Hyderabad, India,\n\t\t  January 6-12, 2007},\n  pages\t\t= {1808--1815},\n  year\t\t= {2007},\n  crossref\t= {DBLP:conf/ijcai/2007},\n  url\t\t= {http://ijcai.org/Proceedings/07/Papers/292.pdf},\n  timestamp\t= {Wed, 20 Jul 2016 13:58:40 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/ijcai/BaierBM07},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ruz-baude-contes-towardsgridmonitoringanddeploymentinjadeusingproactive-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Towards Grid Monitoring and deployment in Jade, using ProActive.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ruz, C.; Baude, F.;  and Contes, V. L.\n</span>\n\n  \n\n</span>\n\n  <i>CoRR</i>, abs/0710.5348.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ruz-baude-contes-towardsgridmonitoringanddeploymentinjadeusingproactive-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ruz-baude-contes-towardsgridmonitoringanddeploymentinjadeusingproactive-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/corr/abs-0710-5348,\n  author\t= {Cristian Ruz and Fran{\\c{c}}oise Baude and Virginie\n\t\t  Legrand Contes},\n  title\t\t= {Towards Grid Monitoring and deployment in Jade, using\n\t\t  ProActive},\n  journal\t= {CoRR},\n  volume\t= {abs/0710.5348},\n  year\t\t= {2007}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007', 'http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf', event);\">\n    An Accelerated Algorithm for Density Estimation in Large Databases, Using Gaussian Mixtures.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Zavala, F.;  and Araneda, A.\n</span>\n\n  \n\n</span>\n\n  <i>Cybernetics and Systems: An International Journal</i>, 38(2): 123-139.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf\"\n     onclick=\"log_download('soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007', 'http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"An Accelerated Algorithm for Density Estimation in Large Databases, Using Gaussian Mixtures [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-zavala-araneda-anacceleratedalgorithmfordensityestimationinlargedatabasesusinggaussianmixtures-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  soto:zavala:araneda:2007,\n  author\t= {A. Soto and F. Zavala and A. Araneda},\n  title\t\t= {An Accelerated Algorithm for Density Estimation in Large\n\t\t  Databases, Using Gaussian Mixtures},\n  journal\t= {Cybernetics and Systems: An International Journal},\n  volume\t= {38},\n  number\t= {2},\n  pages\t\t= {123-139},\n  year\t\t= {2007},\n  abstract\t= {Today, with the advances of computer storage and\n\t\t  technology, there are huge datasets available, offering an\n\t\t  opportunity to extract valuable information. Probabilistic\n\t\t  approaches are specially suited to learn from data by\n\t\t  representing knowledge as density functions. In this paper,\n\t\t  we choose Gaussian Mixture Models (GMMs) to represent\n\t\t  densities, as they possess great flexibility to adequate to\n\t\t  a wide class of problems. The classical estimation approach\n\t\t  for GMMs corresponds to the iterative algorithm of\n\t\t  Expectation Maximization. This approach, however, does not\n\t\t  scale properly to meet the high demanding processing\n\t\t  requirements of large databases. In this paper we introduce\n\t\t  an EM-based algorithm, that solves the scalability problem.\n\t\t  Our approach is based on the concept of data condensation\n\t\t  which, in addition to substantially diminishing the\n\t\t  computational load, provides sound starting values that\n\t\t  allow the algorithm to reach convergence faster. We also\n\t\t  focus on the model selection problem. We test our algorithm\n\t\t  using synthetic and real databases, and find several\n\t\t  advantages, when compared to other standard existing\n\t\t  procedures.},\n  url\t\t= {http://saturno.ing.puc.cl/media/papers_alvaro/Felipe-07.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  Today, with the advances of computer storage and technology, there are huge datasets available, offering an opportunity to extract valuable information. Probabilistic approaches are specially suited to learn from data by representing knowledge as density functions. In this paper, we choose Gaussian Mixture Models (GMMs) to represent densities, as they possess great flexibility to adequate to a wide class of problems. The classical estimation approach for GMMs corresponds to the iterative algorithm of Expectation Maximization. This approach, however, does not scale properly to meet the high demanding processing requirements of large databases. In this paper we introduce an EM-based algorithm, that solves the scalability problem. Our approach is based on the concept of data condensation which, in addition to substantially diminishing the computational load, provides sound starting values that allow the algorithm to reach convergence faster. We also focus on the model selection problem. We test our algorithm using synthetic and real databases, and find several advantages, when compared to other standard existing procedures.\n</div>\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"urtubia-perezcorrea-soto-pszczolkowski-usingdataminingtechniquestopredictindustrialwineproblemfermentations-2007\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'urtubia-perezcorrea-soto-pszczolkowski-usingdataminingtechniquestopredictindustrialwineproblemfermentations-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Using Data Mining Techniques to Predict Industrial Wine Problem Fermentations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Urtubia; Perez-Correa, J. R.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Pszczolkowski, P.\n</span>\n\n  \n\n</span>\n\n  <i>Food Control</i>, 18(12): 1512-1517.  2007.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('urtubia-perezcorrea-soto-pszczolkowski-usingdataminingtechniquestopredictindustrialwineproblemfermentations-2007', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Using Data Mining Techniques to Predict Industrial Wine Problem Fermentations [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/urtubia-perezcorrea-soto-pszczolkowski-usingdataminingtechniquestopredictindustrialwineproblemfermentations-2007\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('urtubia-perezcorrea-soto-pszczolkowski-usingdataminingtechniquestopredictindustrialwineproblemfermentations-2007')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  urtubia:etal:2008,\n  author\t= {Urtubia and J. R. Perez-Correa and A. Soto and P.\n\t\t  Pszczolkowski},\n  title\t\t= {Using Data Mining Techniques to Predict Industrial Wine\n\t\t  Problem Fermentations},\n  journal\t= {Food Control},\n  volume\t= {18},\n  number\t= {12},\n  pages\t\t= {1512-1517},\n  year\t\t= {2007},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2006\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2006')\"\n      onkeypress=\"toggleGroup('group_2006')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2006</span>\n      <span class=\"bibbase_group_count\">\n        \n        (10)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"anonymous-proceedingsthetwentyfirstnationalconferenceonartificialintelligenceandtheeighteenthinnovativeapplicationsofartificialintelligenceconferencejuly16202006bostonmassachusettsusa-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings, The Twenty-First National Conference on Artificial Intelligence and the Eighteenth Innovative Applications of Artificial Intelligence Conference, July 16-20, 2006, Boston, Massachusetts, USA.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2006.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/anonymous-proceedingsthetwentyfirstnationalconferenceonartificialintelligenceandtheeighteenthinnovativeapplicationsofartificialintelligenceconferencejuly16202006bostonmassachusettsusa-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('anonymous-proceedingsthetwentyfirstnationalconferenceonartificialintelligenceandtheeighteenthinnovativeapplicationsofartificialintelligenceconferencejuly16202006bostonmassachusettsusa-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aaai/2006,\n  title\t\t= {Proceedings, The Twenty-First National Conference on\n\t\t  Artificial Intelligence and the Eighteenth Innovative\n\t\t  Applications of Artificial Intelligence Conference, July\n\t\t  16-20, 2006, Boston, Massachusetts, {USA}},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2006},\n  timestamp\t= {Thu, 13 Jul 2006 12:28:06 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/2006},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mcilraith-planningwithfirstordertemporallyextendedgoalsusingheuristicsearch-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/AAAI/2006/aaai06-125.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mcilraith-planningwithfirstordertemporallyextendedgoalsusingheuristicsearch-2006', 'http://www.aaai.org/Library/AAAI/2006/aaai06-125.php', event);\">\n    Planning with First-Order Temporally Extended Goals using Heuristic Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings, The Twenty-First National Conference on Artificial Intelligence and the Eighteenth Innovative Applications of Artificial Intelligence Conference, July 16-20, 2006, Boston, Massachusetts, USA</i>, pages 788–795,  2006. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/AAAI/2006/aaai06-125.php\"\n     onclick=\"log_download('baier-mcilraith-planningwithfirstordertemporallyextendedgoalsusingheuristicsearch-2006', 'http://www.aaai.org/Library/AAAI/2006/aaai06-125.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Planning with First-Order Temporally Extended Goals using Heuristic Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mcilraith-planningwithfirstordertemporallyextendedgoalsusingheuristicsearch-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>21 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mcilraith-planningwithfirstordertemporallyextendedgoalsusingheuristicsearch-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aaai/baierm06,\n  author\t= {Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {Planning with First-Order Temporally Extended Goals using\n\t\t  Heuristic Search},\n  booktitle\t= {Proceedings, The Twenty-First National Conference on\n\t\t  Artificial Intelligence and the Eighteenth Innovative\n\t\t  Applications of Artificial Intelligence Conference, July\n\t\t  16-20, 2006, Boston, Massachusetts, {USA}},\n  pages\t\t= {788--795},\n  year\t\t= {2006},\n  crossref\t= {DBLP:conf/aaai/2006},\n  url\t\t= {http://www.aaai.org/Library/AAAI/2006/aaai06-125.php},\n  timestamp\t= {Mon, 19 Mar 2012 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aaai/BaierM06},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"long-smith-borrajo-mccluskey-proceedingsofthesixteenthinternationalconferenceonautomatedplanningandschedulingicaps2006cumbriaukjune6102006-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings of the Sixteenth International Conference on Automated Planning and Scheduling, ICAPS 2006, Cumbria, UK, June 6-10, 2006.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Long, D.; Smith, S. F.; Borrajo, D.;  and McCluskey, L.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI.  2006.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/long-smith-borrajo-mccluskey-proceedingsofthesixteenthinternationalconferenceonautomatedplanningandschedulingicaps2006cumbriaukjune6102006-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('long-smith-borrajo-mccluskey-proceedingsofthesixteenthinternationalconferenceonautomatedplanningandschedulingicaps2006cumbriaukjune6102006-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/aips/2006,\n  editor\t= {Derek Long and Stephen F. Smith and Daniel Borrajo and Lee\n\t\t  McCluskey},\n  title\t\t= {Proceedings of the Sixteenth International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2006, Cumbria,\n\t\t  UK, June 6-10, 2006},\n  publisher\t= {{AAAI}},\n  year\t\t= {2006},\n  isbn\t\t= {978-1-57735-270-9},\n  timestamp\t= {Fri, 23 Nov 2007 13:41:37 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/2006},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mcilraith-planningwithtemporallyextendedgoalsusingheuristicsearch-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mcilraith-planningwithtemporallyextendedgoalsusingheuristicsearch-2006', 'http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php', event);\">\n    Planning with Temporally Extended Goals Using Heuristic Search.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the Sixteenth International Conference on Automated Planning and Scheduling, ICAPS 2006, Cumbria, UK, June 6-10, 2006</i>, pages 342–345,  2006. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php\"\n     onclick=\"log_download('baier-mcilraith-planningwithtemporallyextendedgoalsusingheuristicsearch-2006', 'http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Planning with Temporally Extended Goals Using Heuristic Search [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mcilraith-planningwithtemporallyextendedgoalsusingheuristicsearch-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>24 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mcilraith-planningwithtemporallyextendedgoalsusingheuristicsearch-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/aips/baierm06,\n  author\t= {Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {Planning with Temporally Extended Goals Using Heuristic\n\t\t  Search},\n  booktitle\t= {Proceedings of the Sixteenth International Conference on\n\t\t  Automated Planning and Scheduling, {ICAPS} 2006, Cumbria,\n\t\t  UK, June 6-10, 2006},\n  pages\t\t= {342--345},\n  year\t\t= {2006},\n  crossref\t= {DBLP:conf/aips/2006},\n  url\t\t= {http://www.aaai.org/Library/ICAPS/2006/icaps06-036.php},\n  timestamp\t= {Thu, 13 Dec 2012 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/aips/BaierM06},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ortega-figueroa-ruz-amedicalclaimfraudabusedetectionsystembasedondataminingacasestudyinchile-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Medical Claim Fraud/Abuse Detection System based on Data Mining: A Case Study in Chile.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ortega, P. A.; Figueroa, C. J.;  and Ruz, G. A.\n</span>\n\n  \n\n</span>\n\n  In <i>DMIN</i>, pages 224–231,  2006. CSREA Press\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ortega-figueroa-ruz-amedicalclaimfraudabusedetectionsystembasedondataminingacasestudyinchile-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ortega-figueroa-ruz-amedicalclaimfraudabusedetectionsystembasedondataminingacasestudyinchile-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/dmin/ortegafr06,\n  author\t= {Pedro A. Ortega and Cristi{\\&#x27;{a}}n J. Figueroa and Gonzalo\n\t\t  A. Ruz},\n  title\t\t= {A Medical Claim Fraud/Abuse Detection System based on Data\n\t\t  Mining: {A} Case Study in Chile},\n  booktitle\t= {{DMIN}},\n  pages\t\t= {224--231},\n  publisher\t= {{CSREA} Press},\n  year\t\t= {2006}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"orellana-ruz-eterovic-selfstabilizingdeadlockdetectionundertheorrequirementmodel-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Self-stabilizing Deadlock Detection Under the OR Requirement Model.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Orellana, C. F.; Ruz, C.;  and Eterovic, Y.\n</span>\n\n  \n\n</span>\n\n  In <i>Euro-Par</i>, volume 4128, of <i>Lecture Notes in Computer Science</i>, pages 559–570,  2006. Springer\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/orellana-ruz-eterovic-selfstabilizingdeadlockdetectionundertheorrequirementmodel-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('orellana-ruz-eterovic-selfstabilizingdeadlockdetectionundertheorrequirementmodel-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/europar/orellanare06,\n  author\t= {Christian F. Orellana and Cristian Ruz and Yadran\n\t\t  Eterovic},\n  title\t\t= {Self-stabilizing Deadlock Detection Under the {OR}\n\t\t  Requirement Model},\n  booktitle\t= {Euro-Par},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {4128},\n  pages\t\t= {559--570},\n  publisher\t= {Springer},\n  year\t\t= {2006}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"doherty-mylopoulos-welty-proceedingstenthinternationalconferenceonprinciplesofknowledgerepresentationandreasoninglakedistrictoftheunitedkingdomjune252006-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Proceedings, Tenth International Conference on Principles of Knowledge Representation and Reasoning, Lake District of the United Kingdom, June 2-5, 2006.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Doherty, P.; Mylopoulos, J.;  and Welty, C. A.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  AAAI Press.  2006.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/doherty-mylopoulos-welty-proceedingstenthinternationalconferenceonprinciplesofknowledgerepresentationandreasoninglakedistrictoftheunitedkingdomjune252006-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('doherty-mylopoulos-welty-proceedingstenthinternationalconferenceonprinciplesofknowledgerepresentationandreasoninglakedistrictoftheunitedkingdomjune252006-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/kr/2006,\n  editor\t= {Patrick Doherty and John Mylopoulos and Christopher A.\n\t\t  Welty},\n  title\t\t= {Proceedings, Tenth International Conference on Principles\n\t\t  of Knowledge Representation and Reasoning, Lake District of\n\t\t  the United Kingdom, June 2-5, 2006},\n  publisher\t= {{AAAI} Press},\n  year\t\t= {2006},\n  isbn\t\t= {978-1-57735-271-6},\n  timestamp\t= {Fri, 09 Jun 2006 11:56:44 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/2006},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-mcilraith-onplanningwithprogramsthatsense-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://www.aaai.org/Library/KR/2006/kr06-051.php\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-mcilraith-onplanningwithprogramsthatsense-2006', 'http://www.aaai.org/Library/KR/2006/kr06-051.php', event);\">\n    On Planning with Programs that Sense.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and <a class=\"bibbase author link\" href=\"https://www.cs.toronto.edu/~toryn/test/publications/ltl_planning.html\">McIlraith, S. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings, Tenth International Conference on Principles of Knowledge Representation and Reasoning, Lake District of the United Kingdom, June 2-5, 2006</i>, pages 492–502,  2006. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://www.aaai.org/Library/KR/2006/kr06-051.php\"\n     onclick=\"log_download('baier-mcilraith-onplanningwithprogramsthatsense-2006', 'http://www.aaai.org/Library/KR/2006/kr06-051.php', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"On Planning with Programs that Sense [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-mcilraith-onplanningwithprogramsthatsense-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-mcilraith-onplanningwithprogramsthatsense-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/kr/baierm06,\n  author\t= {Jorge A. Baier and Sheila A. McIlraith},\n  title\t\t= {On Planning with Programs that Sense},\n  booktitle\t= {Proceedings, Tenth International Conference on Principles\n\t\t  of Knowledge Representation and Reasoning, Lake District of\n\t\t  the United Kingdom, June 2-5, 2006},\n  pages\t\t= {492--502},\n  year\t\t= {2006},\n  crossref\t= {DBLP:conf/kr/2006},\n  url\t\t= {http://www.aaai.org/Library/KR/2006/kr06-051.php},\n  timestamp\t= {Thu, 13 Dec 2012 00:00:00 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/kr/BaierM06},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Automatic Selection and Detection of Visual Landmarks Using Multiple Segmentations.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Langdon, D.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and <a class=\"bibbase author link\" href=\"https://domingomery.ing.puc.cl/testing/\">Mery, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Pacific-Rim Symposium on Image and Video Technology (PSIVT), LNCS 4319</i>, pages 601-610,  2006. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Automatic Selection and Detection of Visual Landmarks Using Multiple Segmentations [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('langdon-soto-mery-automaticselectionanddetectionofvisuallandmarksusingmultiplesegmentations-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  langdon:soto:mery:2006,\n  author\t= {D. Langdon and A. Soto and D. Mery},\n  title\t\t= {Automatic Selection and Detection of Visual Landmarks\n\t\t  Using Multiple Segmentations},\n  booktitle\t= {IEEE Pacific-Rim Symposium on Image and Video Technology\n\t\t  (PSIVT), LNCS 4319},\n  pages\t\t= {601-610},\n  year\t\t= {2006},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Mobile Robotics Course for Undergraduate Students in Computer Science.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Espinace, P.;  and Mitnik, R.\n</span>\n\n  \n\n</span>\n\n  In <i>IEEE Latin American Robotics Symposium, LARS</i>, pages 187-192,  2006. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Mobile Robotics Course for Undergraduate Students in Computer Science [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-espinace-mitnik-amobileroboticscourseforundergraduatestudentsincomputerscience-2006')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:espinace:mitnik:2006,\n  author\t= {A. Soto and P. Espinace and R. Mitnik},\n  title\t\t= {A Mobile Robotics Course for Undergraduate Students in\n\t\t  Computer Science},\n  booktitle\t= {IEEE Latin American Robotics Symposium, LARS},\n  pages\t\t= {187-192},\n  year\t\t= {2006},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2005\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2005')\"\n      onkeypress=\"toggleGroup('group_2005')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2005</span>\n      <span class=\"bibbase_group_count\">\n        \n        (4)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Important Sampling in Mapping and Localization by a Mobile Robot.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Araneda, A.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Workshop on Case Studies of Bayesian Statistics</i>,  2005. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Important Sampling in Mapping and Localization by a Mobile Robot [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('araneda-soto-importantsamplinginmappingandlocalizationbyamobilerobot-2005')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  araneda:soto:2005,\n  author\t= {A. Araneda and A. Soto},\n  title\t\t= {Important Sampling in Mapping and Localization by a Mobile\n\t\t  Robot},\n  booktitle\t= {Workshop on Case Studies of Bayesian Statistics},\n  year\t\t= {2005},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ruz-piquer-searchinganoptimalhistorysizeforhistorybasedpageprefetchingonsoftwaredsmsystems-2005\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Searching an Optimal History Size for History-Based Page Prefetching on Software DSM Systems.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ruz, C.;  and Piquer, J. M.\n</span>\n\n  \n\n</span>\n\n  In <i>HPCC</i>, volume 3726, of <i>Lecture Notes in Computer Science</i>, pages 133–142,  2005. Springer\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ruz-piquer-searchinganoptimalhistorysizeforhistorybasedpageprefetchingonsoftwaredsmsystems-2005\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ruz-piquer-searchinganoptimalhistorysizeforhistorybasedpageprefetchingonsoftwaredsmsystems-2005')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/hpcc/ruzp05,\n  author\t= {Cristian Ruz and Jos{\\&#x27;{e}} M. Piquer},\n  title\t\t= {Searching an Optimal History Size for History-Based Page\n\t\t  Prefetching on Software {DSM} Systems},\n  booktitle\t= {{HPCC}},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {3726},\n  pages\t\t= {133--142},\n  publisher\t= {Springer},\n  year\t\t= {2005}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"scheihing-carrasco-guerra-parra-anadaptivewebplatformbasedandonamultiagentsystemandontologies-2005\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  An Adaptive Web Platform based and on a Multiagent System and Ontologies.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Scheihing, E.; Carrasco, J.; Guerra, J.;  and <a class=\"bibbase author link\" href=\"https://dparra.sitios.ing.uc.cl/publications.php\">Parra, D.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>TISE 2005, Nuevas Ideas en Informática Educativa</i>,  2005. ISBN 956-299-954-8\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/scheihing-carrasco-guerra-parra-anadaptivewebplatformbasedandonamultiagentsystemandontologies-2005\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('scheihing-carrasco-guerra-parra-anadaptivewebplatformbasedandonamultiagentsystemandontologies-2005')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  scheihing2005adaptive,\n  author\t= {Scheihing, Eliana and Carrasco, Jos{\\&#x27;e} and Guerra, Julio\n\t\t  and Parra, Denis},\n  booktitle\t= {TISE 2005, Nuevas Ideas en Inform{\\&#x27;a}tica Educativa},\n  organization\t= {ISBN 956-299-954-8},\n  title\t\t= {An Adaptive Web Platform based and on a Multiagent System\n\t\t  and Ontologies},\n  year\t\t= {2005}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-selfadaptiveparticlefilter-2005\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/Soto-IJCAI-0%205.pdf\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-selfadaptiveparticlefilter-2005', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/Soto-IJCAI-0%205.pdf', event);\">\n    Self Adaptive Particle Filter.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of International Join Conference on Artificial Intelligence (IJCAI)</i>, pages 1398-1406,  2005. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/Soto-IJCAI-0%205.pdf\"\n     onclick=\"log_download('soto-selfadaptiveparticlefilter-2005', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/Soto-IJCAI-0%205.pdf', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/pdf.svg\"\n\t     alt=\"Self Adaptive Particle Filter [pdf]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-selfadaptiveparticlefilter-2005\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n  &nbsp;\n  <a class=\"bibbase_abstract_link bibbase link\"\n     href=\"#\"\n     onclick=\"showAbstract(event); return false;\">\n    abstract <i class=\"fa fa-caret-down\"></i></a>\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-selfadaptiveparticlefilter-2005')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:2005,\n  author\t= {A. Soto},\n  title\t\t= {Self Adaptive Particle Filter},\n  booktitle\t= {Proceedings of International Join Conference on Artificial\n\t\t  Intelligence (IJCAI)},\n  pages\t\t= {1398-1406},\n  year\t\t= {2005},\n  abstract\t= {The particle filter has emerged as a useful tool for\n\t\t  problems requiring dynamic state estimation. The efficiency\n\t\t  and accuracy of the filter depend mostly on the number of\n\t\t  particles used in the estimation and on the propagation\n\t\t  function used to re-allocate these particles at each\n\t\t  iteration. Both features are specified beforehand and are\n\t\t  kept fixed in the reg- ular implementation of the filter.\n\t\t  In practice this may be highly inappropriate since it\n\t\t  ignores errors in the models and the varying dynamics of\n\t\t  the pro- cesses. This work presents a self adaptive version\n\t\t  of the particle filter that uses statistical methods to\n\t\t  adapt the number of particles and the propagation function\n\t\t  at each iteration. Furthermore, our method presents similar\n\t\t  computational load than the stan- dard particle filter. We\n\t\t  show the advantages of the self adaptive filter by applying\n\t\t  it to a synthetic ex- ample and to the visual tracking of\n\t\t  targets in a real video sequence. },\n  url\t\t= {Soto-IJCAI-0 5.pdf}\n}\n\n</pre>\n</div>\n\n\n<div class=\"well well-small bibbase\" data-type=\"abstract\"\n     style=\"display:none\">\n  The particle filter has emerged as a useful tool for problems requiring dynamic state estimation. The efficiency and accuracy of the filter depend mostly on the number of particles used in the estimation and on the propagation function used to re-allocate these particles at each iteration. Both features are specified beforehand and are kept fixed in the reg- ular implementation of the filter. In practice this may be highly inappropriate since it ignores errors in the models and the varying dynamics of the pro- cesses. This work presents a self adaptive version of the particle filter that uses statistical methods to adapt the number of particles and the propagation function at each iteration. Furthermore, our method presents similar computational load than the stan- dard particle filter. We show the advantages of the self adaptive filter by applying it to a synthetic ex- ample and to the visual tracking of targets in a real video sequence. \n</div>\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2004\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2004')\"\n      onkeypress=\"toggleGroup('group_2004')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2004</span>\n      <span class=\"bibbase_group_count\">\n        \n        (6)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Statistical Inference in Mapping and Localization for Mobile Robots.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Araneda, A.;  and A. Soto, undefined\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Artificial Intelligence, Iberamia-04, LNAI 3315</i>, pages 545-554,  2004. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Statistical Inference in Mapping and Localization for Mobile Robots [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('araneda-asoto-statisticalinferenceinmappingandlocalizationformobilerobots-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  araneda:soto:2004,\n  author\t= {A. Araneda and A. Soto,},\n  title\t\t= {Statistical Inference in Mapping and Localization for\n\t\t  Mobile Robots},\n  booktitle\t= {Advances in Artificial Intelligence, Iberamia-04, LNAI\n\t\t  3315},\n  pages\t\t= {545-554},\n  year\t\t= {2004},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/b98703\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004', 'https://doi.org/10.1007/b98703', event);\">\n    Advances in Web-Age Information Management: 5th International Conference, WAIM 2004, Dalian, China, July 15-17, 2004.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Li, Q.; Wang, G.;  and Feng, L.,\n  editors.\n  \n</span>\n\n  \n\n</span>\n\n  Volume 3129, of Lecture Notes in Computer Science.Springer.  2004.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/b98703\"\n     onclick=\"log_download('li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004', 'https://doi.org/10.1007/b98703', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Advances in Web-Age Information Management: 5th International Conference, WAIM 2004, Dalian, China, July 15-17, 2004 [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/b98703\"\n     onclick=\"log_download('li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004', 'http://doi.org/10.1007/b98703', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('li-wang-feng-advancesinwebageinformationmanagement5thinternationalconferencewaim2004dalianchinajuly15172004-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/waim/2004,\n  editor\t= {Qing Li and Guoren Wang and Ling Feng},\n  title\t\t= {Advances in Web-Age Information Management: 5th\n\t\t  International Conference, {WAIM} 2004, Dalian, China, July\n\t\t  15-17, 2004},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {3129},\n  publisher\t= {Springer},\n  year\t\t= {2004},\n  url\t\t= {https://doi.org/10.1007/b98703},\n  doi\t\t= {10.1007/b98703},\n  isbn\t\t= {3-540-22418-1},\n  timestamp\t= {Wed, 14 Mar 2018 16:00:06 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/waim/2004},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1007/978-3-540-27772-9\\_32\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004', 'https://doi.org/10.1007/978-3-540-27772-9\\_32', event);\">\n    Semantic Search in the WWW Supported by a Cognitive Model.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Wechsler, K.; <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>; Nussbaum, M.;  and Baeza-Yates, R. A.\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Web-Age Information Management: 5th International Conference, WAIM 2004, Dalian, China, July 15-17, 2004</i>, pages 315–324,  2004. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1007/978-3-540-27772-9\\_32\"\n     onclick=\"log_download('wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004', 'https://doi.org/10.1007/978-3-540-27772-9\\_32', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Semantic Search in the WWW Supported by a Cognitive Model [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1007/978-3-540-27772-9_32\"\n     onclick=\"log_download('wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004', 'http://doi.org/10.1007/978-3-540-27772-9_32', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('wechsler-baier-nussbaum-baezayates-semanticsearchinthewwwsupportedbyacognitivemodel-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/waim/wechslerbnb04,\n  author\t= {Katia Wechsler and Jorge A. Baier and Miguel Nussbaum and\n\t\t  Ricardo A. Baeza{-}Yates},\n  title\t\t= {Semantic Search in the {WWW} Supported by a Cognitive\n\t\t  Model},\n  booktitle\t= {Advances in Web-Age Information Management: 5th\n\t\t  International Conference, {WAIM} 2004, Dalian, China, July\n\t\t  15-17, 2004},\n  pages\t\t= {315--324},\n  year\t\t= {2004},\n  crossref\t= {DBLP:conf/waim/2004},\n  url\t\t= {https://doi.org/10.1007/978-3-540-27772-9\\_32},\n  doi\t\t= {10.1007/978-3-540-27772-9\\_32},\n  timestamp\t= {Wed, 14 Mar 2018 16:00:06 +0100},\n  biburl\t= {https://dblp.org/rec/bib/conf/waim/WechslerBNB04},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Mobile Robotic Supported Collaborative Learning (MRSCL).\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mitnik, R.; Nussbaum, M.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Advances in Artificial Intelligence, Iberamia-04, LNAI 3315</i>, pages 912-921,  2004. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Mobile Robotic Supported Collaborative Learning (MRSCL) [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mitnik-nussbaum-soto-mobileroboticsupportedcollaborativelearningmrscl-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  mitnik:nussbaum:soto:2004,\n  author\t= {R. Mitnik and M. Nussbaum and A. Soto},\n  title\t\t= {Mobile Robotic Supported Collaborative Learning (MRSCL)},\n  booktitle\t= {Advances in Artificial Intelligence, Iberamia-04, LNAI\n\t\t  3315},\n  pages\t\t= {912-921},\n  year\t\t= {2004},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Method to Adaptively Propagate the Set of Samples Used by Particle Filters.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>Lectures Notes in Artificial Intelligence, LNAI 3040</i>, pages 47-56,  2004. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Method to Adaptively Propagate the Set of Samples Used by Particle Filters [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-amethodtoadaptivelypropagatethesetofsamplesusedbyparticlefilters-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:2004,\n  author\t= {A. Soto},\n  title\t\t= {A Method to Adaptively Propagate the Set of Samples Used\n\t\t  by Particle Filters},\n  booktitle\t= {Lectures Notes in Artificial Intelligence, LNAI 3040},\n  pages\t\t= {47-56},\n  year\t\t= {2004},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Detection of Rare Objects in Massive Astrophysical Data Sets Using Innovative Knowledge Discovery Technology.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; A.Cansado;  and Zavala, F.\n</span>\n\n  \n\n</span>\n\n  In <i>Astronomical Data Analysis Software &amp; Systems Conf. Series (ADASS)</i>, pages 66-72,  2004. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Detection of Rare Objects in Massive Astrophysical Data Sets Using Innovative Knowledge Discovery Technology [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-acansado-zavala-detectionofrareobjectsinmassiveastrophysicaldatasetsusinginnovativeknowledgediscoverytechnology-2004')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:cansado:zavala:2008,\n  author\t= {A. Soto and A.Cansado and F. Zavala},\n  title\t\t= {Detection of Rare Objects in Massive Astrophysical Data\n\t\t  Sets Using Innovative Knowledge Discovery Technology},\n  booktitle\t= {Astronomical Data Analysis Software &amp;amp; Systems Conf.\n\t\t  Series (ADASS)},\n  pages\t\t= {66-72},\n  year\t\t= {2004},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2003\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2003')\"\n      onkeypress=\"toggleGroup('group_2003')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2003</span>\n      <span class=\"bibbase_group_count\">\n        \n        (6)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"meza-campos-ruz-onthedesignandimplementationofaportabledsmsystemforlowcostmulticomputers-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  On the Design and Implementation of a Portable DSM System for Low-Cost Multicomputers.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Meza, F.; Campos, A. E.;  and Ruz, C.\n</span>\n\n  \n\n</span>\n\n  In <i>ICCSA (1)</i>, volume 2667, of <i>Lecture Notes in Computer Science</i>, pages 967–976,  2003. Springer\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/meza-campos-ruz-onthedesignandimplementationofaportabledsmsystemforlowcostmulticomputers-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('meza-campos-ruz-onthedesignandimplementationofaportabledsmsystemforlowcostmulticomputers-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/iccsa/mezacr03,\n  author\t= {Federico Meza and Alvaro E. Campos and Cristian Ruz},\n  title\t\t= {On the Design and Implementation of a Portable {DSM}\n\t\t  System for Low-Cost Multicomputers},\n  booktitle\t= {{ICCSA} {(1)}},\n  series\t= {Lecture Notes in Computer Science},\n  volume\t= {2667},\n  pages\t\t= {967--976},\n  publisher\t= {Springer},\n  year\t\t= {2003}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-pinto-planningunderuncertaintyasgologprograms-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1080/0952813031000064567\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-pinto-planningunderuncertaintyasgologprograms-2003', 'https://doi.org/10.1080/0952813031000064567', event);\">\n    Planning under uncertainty as Golog programs.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>;  and Pinto, J.\n</span>\n\n  \n\n</span>\n\n  <i>J. Exp. Theor. Artif. Intell.</i>, 15(4): 383–405.  2003.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1080/0952813031000064567\"\n     onclick=\"log_download('baier-pinto-planningunderuncertaintyasgologprograms-2003', 'https://doi.org/10.1080/0952813031000064567', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Planning under uncertainty as Golog programs [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1080/0952813031000064567\"\n     onclick=\"log_download('baier-pinto-planningunderuncertaintyasgologprograms-2003', 'http://doi.org/10.1080/0952813031000064567', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-pinto-planningunderuncertaintyasgologprograms-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-pinto-planningunderuncertaintyasgologprograms-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  dblp:journals/jetai/baierp03,\n  author\t= {Jorge A. Baier and Javier Pinto},\n  title\t\t= {Planning under uncertainty as Golog programs},\n  journal\t= {J. Exp. Theor. Artif. Intell.},\n  volume\t= {15},\n  number\t= {4},\n  pages\t\t= {383--405},\n  year\t\t= {2003},\n  url\t\t= {https://doi.org/10.1080/0952813031000064567},\n  doi\t\t= {10.1080/0952813031000064567},\n  timestamp\t= {Thu, 18 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/journals/jetai/BaierP03},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Sequential Monte Carlo Methods for the Creation of Adaptive Software.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>3th Int. Workshop on Self-adaptive Software</i>,  2003. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Sequential Monte Carlo Methods for the Creation of Adaptive Software [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-khosla-sequentialmontecarlomethodsforthecreationofadaptivesoftware-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:khosla:2003a,\n  author\t= {A. Soto and P. Khosla},\n  title\t\t= {Sequential Monte Carlo Methods for the Creation of\n\t\t  Adaptive Software},\n  booktitle\t= {3th Int. Workshop on Self-adaptive Software},\n  pages\t\t= {},\n  year\t\t= {2003},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Probabilistic Approach for Dynamic State Estimation Using Visual Information.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Lectures Notes in Computer Science, LNCS 2821</i>, pages 421-435,  2003. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Probabilistic Approach for Dynamic State Estimation Using Visual Information [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-khosla-aprobabilisticapproachfordynamicstateestimationusingvisualinformation-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:khosla:2003b,\n  author\t= {A. Soto and P. Khosla},\n  title\t\t= {A Probabilistic Approach for Dynamic State Estimation\n\t\t  Using Visual Information},\n  booktitle\t= {Lectures Notes in Computer Science, LNCS 2821},\n  pages\t\t= {421-435},\n  year\t\t= {2003},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Adaptive Agent Based System for State Estimation Using Dynamic Multidimentional Information Sources.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Lectures Notes in Computer Science, LNCS 2614</i>, pages 66-83,  2003. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Adaptive Agent Based System for State Estimation Using Dynamic Multidimentional Information Sources [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-khosla-adaptiveagentbasedsystemforstateestimationusingdynamicmultidimentionalinformationsources-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:khosla:2003c,\n  author\t= {A. Soto and P. Khosla},\n  title\t\t= {Adaptive Agent Based System for State Estimation Using\n\t\t  Dynamic Multidimentional Information Sources},\n  booktitle\t= {Lectures Notes in Computer Science, LNCS 2614},\n  pages\t\t= {66-83},\n  year\t\t= {2003},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Probabilistic Adaptive Agent Based System for Dynamic State Estimation Using Multiple Visual Cues.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In volume 6, pages 559-572,  2003. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Probabilistic Adaptive Agent Based System for Dynamic State Estimation Using Multiple Visual Cues [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-khosla-probabilisticadaptiveagentbasedsystemfordynamicstateestimationusingmultiplevisualcues-2003')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:khosla:2003d,\n  author\t= {A. Soto and P. Khosla},\n  title\t\t= {Probabilistic Adaptive Agent Based System for Dynamic\n\t\t  State Estimation Using Multiple Visual Cues},\n  journal\t= {Springer Tracts in Advanced Robotics (STAR)},\n  volume\t= {6},\n  pages\t\t= {559-572},\n  year\t\t= {2003},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2002\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2002')\"\n      onkeypress=\"toggleGroup('group_2002')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2002</span>\n      <span class=\"bibbase_group_count\">\n        \n        (4)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"anonymous-22ndinternationalconferenceofthechileancomputersciencesocietysccc200268november2002copiapochile-2002\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'anonymous-22ndinternationalconferenceofthechileancomputersciencesocietysccc200268november2002copiapochile-2002', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377', event);\">\n    22nd International Conference of the Chilean Computer Science Society (SCCC 2002), 6-8 November 2002, Copiapo, Chile.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  \n</span>\n\n  \n\n</span>\n\n  IEEE Computer Society.  2002.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377\"\n     onclick=\"log_download('anonymous-22ndinternationalconferenceofthechileancomputersciencesocietysccc200268november2002copiapochile-2002', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"22nd International Conference of the Chilean Computer Science Society (SCCC 2002), 6-8 November 2002, Copiapo, Chile [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/anonymous-22ndinternationalconferenceofthechileancomputersciencesocietysccc200268november2002copiapochile-2002\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('anonymous-22ndinternationalconferenceofthechileancomputersciencesocietysccc200268november2002copiapochile-2002')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/sccc/2002,\n  title\t\t= {22nd International Conference of the Chilean Computer\n\t\t  Science Society {(SCCC} 2002), 6-8 November 2002, Copiapo,\n\t\t  Chile},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {2002},\n  url\t\t= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=8377},\n  isbn\t\t= {0-7695-1867-2},\n  timestamp\t= {Thu, 23 Jun 2016 15:53:28 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/2002},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-onprocedurerecognitioninthesituationcalculus-2002\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1109/SCCC.2002.1173171\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-onprocedurerecognitioninthesituationcalculus-2002', 'https://doi.org/10.1109/SCCC.2002.1173171', event);\">\n    On Procedure Recognition in the Situation Calculus.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"http://www.cs.toronto.edu/~bgmomb/research.html\">Baier, J. A.</a>\n</span>\n\n  \n\n</span>\n\n  In <i>22nd International Conference of the Chilean Computer Science Society (SCCC 2002), 6-8 November 2002, Copiapo, Chile</i>, pages 33–42,  2002. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1109/SCCC.2002.1173171\"\n     onclick=\"log_download('baier-onprocedurerecognitioninthesituationcalculus-2002', 'https://doi.org/10.1109/SCCC.2002.1173171', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"On Procedure Recognition in the Situation Calculus [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1109/SCCC.2002.1173171\"\n     onclick=\"log_download('baier-onprocedurerecognitioninthesituationcalculus-2002', 'http://doi.org/10.1109/SCCC.2002.1173171', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-onprocedurerecognitioninthesituationcalculus-2002\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-onprocedurerecognitioninthesituationcalculus-2002')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/sccc/baier02,\n  author\t= {Jorge A. Baier},\n  title\t\t= {On Procedure Recognition in the Situation Calculus},\n  booktitle\t= {22nd International Conference of the Chilean Computer\n\t\t  Science Society {(SCCC} 2002), 6-8 November 2002, Copiapo,\n\t\t  Chile},\n  pages\t\t= {33--42},\n  year\t\t= {2002},\n  crossref\t= {DBLP:conf/sccc/2002},\n  url\t\t= {https://doi.org/10.1109/SCCC.2002.1173171},\n  doi\t\t= {10.1109/SCCC.2002.1173171},\n  timestamp\t= {Thu, 25 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/Baier02},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Recent Advances in Distributed Tactical Surveillance.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Saptharishi, M.; Bhat, K.; Diehl, C.; Oliver, S.; Savvides, M.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Dolan, J.;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>SPIE on Unattended Ground Sensor Technologies and Applications, Aerosense</i>,  2002. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Recent Advances in Distributed Tactical Surveillance [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('saptharishi-bhat-diehl-oliver-savvides-soto-dolan-khosla-recentadvancesindistributedtacticalsurveillance-2002')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  saptharishi:etal:2002,\n  author\t= {M. Saptharishi and K. Bhat and C. Diehl and S. Oliver and\n\t\t  M. Savvides and A. Soto and J. Dolan and P. Khosla},\n  title\t\t= {Recent Advances in Distributed Tactical Surveillance},\n  booktitle\t= {SPIE on Unattended Ground Sensor Technologies and\n\t\t  Applications, Aerosense},\n  pages\t\t= {},\n  year\t\t= {2002},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Probabilistic Approach for the Adaptive Integration of Multiple Visual Cues Using an Agent Framework.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  Technical Report PhD. Thesis, Robotics Institute, School of Computer Science, Tech Report CMU-RI-TR-02-30, Carnegie Mellon University,  2002.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Probabilistic Approach for the Adaptive Integration of Multiple Visual Cues Using an Agent Framework [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>7 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-aprobabilisticapproachfortheadaptiveintegrationofmultiplevisualcuesusinganagentframework-2002')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@TechReport{\t  soto:2002,\n  author\t= {A. Soto},\n  title\t\t= {A Probabilistic Approach for the Adaptive Integration of\n\t\t  Multiple Visual Cues Using an Agent Framework},\n  number\t= {PhD. Thesis, Robotics Institute, School of Computer\n\t\t  Science, Tech Report CMU-RI-TR-02-30},\n  institution\t= {Carnegie Mellon University},\n  year\t\t= {2002},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_1999\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_1999')\"\n      onkeypress=\"toggleGroup('group_1999')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>1999</span>\n      <span class=\"bibbase_group_count\">\n        \n        (5)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"anonymous-19thinternationalconferenceofthechileancomputersciencesocietysccc991113november1999talcachile-1999\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'anonymous-19thinternationalconferenceofthechileancomputersciencesocietysccc991113november1999talcachile-1999', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588', event);\">\n    19th International Conference of the Chilean Computer Science Society (SCCC '99), 11-13 November 1999, Talca, Chile.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  \n</span>\n\n  \n\n</span>\n\n  IEEE Computer Society.  1999.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588\"\n     onclick=\"log_download('anonymous-19thinternationalconferenceofthechileancomputersciencesocietysccc991113november1999talcachile-1999', 'http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"19th International Conference of the Chilean Computer Science Society (SCCC &#x27;99), 11-13 November 1999, Talca, Chile [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/anonymous-19thinternationalconferenceofthechileancomputersciencesocietysccc991113november1999talcachile-1999\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('anonymous-19thinternationalconferenceofthechileancomputersciencesocietysccc991113november1999talcachile-1999')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Proceedings{\t  dblp:conf/sccc/1999,\n  title\t\t= {19th International Conference of the Chilean Computer\n\t\t  Science Society {(SCCC} &#x27;99), 11-13 November 1999, Talca,\n\t\t  Chile},\n  publisher\t= {{IEEE} Computer Society},\n  year\t\t= {1999},\n  url\t\t= {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6588},\n  isbn\t\t= {0-7695-0296-2},\n  timestamp\t= {Thu, 23 Jun 2016 15:53:28 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/1999},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://doi.org/10.1109/SCCC.1999.810185\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999', 'https://doi.org/10.1109/SCCC.1999.810185', event);\">\n    Integrating True Concurrency into the Robot Programming Language.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Baier, J. A.;  and Pinto, J.\n</span>\n\n  \n\n</span>\n\n  In <i>19th International Conference of the Chilean Computer Science Society (SCCC '99), 11-13 November 1999, Talca, Chile</i>, pages 179–186,  1999. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://doi.org/10.1109/SCCC.1999.810185\"\n     onclick=\"log_download('baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999', 'https://doi.org/10.1109/SCCC.1999.810185', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Integrating True Concurrency into the Robot Programming Language [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"http://doi.org/10.1109/SCCC.1999.810185\"\n     onclick=\"log_download('baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999', 'http://doi.org/10.1109/SCCC.1999.810185', event.ctrlKey)\"\n     class=\"bibbase doi link\">\n    <span>doi</span></a>\n  &nbsp;\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('baier-pinto-integratingtrueconcurrencyintotherobotprogramminglanguage-1999')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dblp:conf/sccc/baierp99,\n  author\t= {Jorge A. Baier and Javier Pinto},\n  title\t\t= {Integrating True Concurrency into the Robot Programming\n\t\t  Language},\n  booktitle\t= {19th International Conference of the Chilean Computer\n\t\t  Science Society {(SCCC} &#x27;99), 11-13 November 1999, Talca,\n\t\t  Chile},\n  pages\t\t= {179--186},\n  year\t\t= {1999},\n  crossref\t= {DBLP:conf/sccc/1999},\n  url\t\t= {https://doi.org/10.1109/SCCC.1999.810185},\n  doi\t\t= {10.1109/SCCC.1999.810185},\n  timestamp\t= {Thu, 25 May 2017 01:00:00 +0200},\n  biburl\t= {https://dblp.org/rec/bib/conf/sccc/BaierP99},\n  bibsource\t= {dblp computer science bibliography, https://dblp.org}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"dolan-trebiollennu-soto-khosla-distributedtacticalsurveillancewithatvs-1999\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'dolan-trebiollennu-soto-khosla-distributedtacticalsurveillancewithatvs-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Distributed Tactical Surveillance with ATVs.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Dolan, J.; Trebi-Ollennu, A.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>SPIE on Unattended Ground Sensor Technologies and Applications, Aerosense, Vol. 3693</i>,  1999. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('dolan-trebiollennu-soto-khosla-distributedtacticalsurveillancewithatvs-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Distributed Tactical Surveillance with ATVs [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/dolan-trebiollennu-soto-khosla-distributedtacticalsurveillancewithatvs-1999\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('dolan-trebiollennu-soto-khosla-distributedtacticalsurveillancewithatvs-1999')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  dolan:etal:1999,\n  author\t= {J. Dolan and A. Trebi-Ollennu and A. Soto and P. Khosla},\n  title\t\t= {Distributed Tactical Surveillance with ATVs},\n  booktitle\t= {SPIE on Unattended Ground Sensor Technologies and\n\t\t  Applications, Aerosense, Vol. 3693},\n  pages\t\t= {},\n  year\t\t= {1999},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    An Effective Mobile Robot Educator with a Full-Time Job.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Nourbakhsh, I.; Bobenage, J.; Grange, S.; Lutz, R.; Meyer, R.;  and <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>\n</span>\n\n  \n\n</span>\n\n  <i>Artificial Intelligence</i>, 114(1-2): 95-124.  1999.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"An Effective Mobile Robot Educator with a Full-Time Job [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('nourbakhsh-bobenage-grange-lutz-meyer-soto-aneffectivemobileroboteducatorwithafulltimejob-1999')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  nourbakhsh:etal:1999,\n  author\t= {I. Nourbakhsh and J. Bobenage and S. Grange and R. Lutz\n\t\t  and R. Meyer and A. Soto},\n  title\t\t= {An Effective Mobile Robot Educator with a Full-Time Job},\n  journal\t= {Artificial Intelligence},\n  volume\t= {114},\n  number\t= {1-2},\n  pages\t\t= {95-124},\n  year\t\t= {1999},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    CyberATVs: Dynamic and Distributed Reconnaissance and Surveillance Using All Terrain UGVs.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Saptharishi, M.; Dolan, J.; Trebi-Ollennu, A.;  and Khosla, P.\n</span>\n\n  \n\n</span>\n\n  In <i>Proceedings of the International Conference on Field and Service Robotics (FSR)</i>,  1999. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"CyberATVs: Dynamic and Distributed Reconnaissance and Surveillance Using All Terrain UGVs [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-saptharishi-dolan-trebiollennu-khosla-cyberatvsdynamicanddistributedreconnaissanceandsurveillanceusingallterrainugvs-1999')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:etal:2002,\n  author\t= {A. Soto and M. Saptharishi and J. Dolan and A.\n\t\t  Trebi-Ollennu and P. Khosla},\n  title\t\t= {CyberATVs: Dynamic and Distributed Reconnaissance and\n\t\t  Surveillance Using All Terrain UGVs},\n  booktitle\t= {Proceedings of the International Conference on Field and\n\t\t  Service Robotics (FSR)},\n  pages\t\t= {},\n  year\t\t= {1999},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_1998\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_1998')\"\n      onkeypress=\"toggleGroup('group_1998')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>1998</span>\n      <span class=\"bibbase_group_count\">\n        \n        (2)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"cipriano-guarini-vidal-soto-seplveda-mery-briseo-arealtimevisualsensorforsupervisionofflotationscells-1998\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cipriano-guarini-vidal-soto-seplveda-mery-briseo-arealtimevisualsensorforsupervisionofflotationscells-1998', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Real Time Visual Sensor for Supervision of Flotations Cells.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cipriano, A.; Guarini, M.; Vidal, R.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Sepúlveda, C.; Mery, D.;  and Briseño, H.\n</span>\n\n  \n\n</span>\n\n  <i>Minerals Engineering</i>, 11(6): 489-499.  1998.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('cipriano-guarini-vidal-soto-seplveda-mery-briseo-arealtimevisualsensorforsupervisionofflotationscells-1998', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Real Time Visual Sensor for Supervision of Flotations Cells [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cipriano-guarini-vidal-soto-seplveda-mery-briseo-arealtimevisualsensorforsupervisionofflotationscells-1998\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cipriano-guarini-vidal-soto-seplveda-mery-briseo-arealtimevisualsensorforsupervisionofflotationscells-1998')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@Article{\t  cipriano:etal:1998,\n  author\t= {A. Cipriano and M. Guarini and R. Vidal and A. Soto and C.\n\t\t  Sepúlveda and D. Mery and H. Briseño},\n  title\t\t= {A Real Time Visual Sensor for Supervision of Flotations\n\t\t  Cells},\n  journal\t= {Minerals Engineering},\n  volume\t= {11},\n  number\t= {6},\n  pages\t\t= {489-499},\n  year\t\t= {1998},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    A Scenario for Planning Visual Navigation of a Mobile Robot.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Nourbakhsh, I.\n</span>\n\n  \n\n</span>\n\n  In <i>American Association for Artificial Intelligence (AAAI), Fall Symposium Series</i>,  1998. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"A Scenario for Planning Visual Navigation of a Mobile Robot [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-nourbakhsh-ascenarioforplanningvisualnavigationofamobilerobot-1998')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:illah:1998,\n  author\t= {A. Soto and I. Nourbakhsh},\n  title\t\t= {A Scenario for Planning Visual Navigation of a Mobile\n\t\t  Robot},\n  booktitle\t= {American Association for Artificial Intelligence (AAAI),\n\t\t  Fall Symposium Series},\n  pages\t\t= {},\n  year\t\t= {1998},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_1997\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_1997')\"\n      onkeypress=\"toggleGroup('group_1997')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>1997</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Expert supervision of flotation cells using digital image processing.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Cipriano, A.; Guarini, M.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Briseño, H.;  and D. Mery, undefined\n</span>\n\n  \n\n</span>\n\n  In <i>In Proc. of 20th Int. Mineral Processing Congress</i>, pages 281-292,  1997. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Expert supervision of flotation cells using digital image processing [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('cipriano-guarini-soto-briseo-dmery-expertsupervisionofflotationcellsusingdigitalimageprocessing-1997')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  cipriano:et:al:1997,\n  author\t= {A. Cipriano and M. Guarini and A. Soto and H. Briseño and\n\t\t  D. Mery,},\n  title\t\t= {Expert supervision of flotation cells using digital image\n\t\t  processing},\n  booktitle\t= {In Proc. of 20th Int. Mineral Processing Congress},\n  pages\t\t= {281-292},\n  year\t\t= {1997},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_1996\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_1996')\"\n      onkeypress=\"toggleGroup('group_1996')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>1996</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Image processing applied to real time measurement of traffic flow.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>;  and Cipriano, A.\n</span>\n\n  \n\n</span>\n\n  In <i>In Proc. of 28th Southeastern Symposium on System Theory</i>,  1996. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Image processing applied to real time measurement of traffic flow [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('soto-cipriano-imageprocessingappliedtorealtimemeasurementoftrafficflow-1996')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  soto:cipriano:1996,\n  author\t= {A. Soto and A. Cipriano},\n  title\t\t= {Image processing applied to real time measurement of\n\t\t  traffic flow},\n  booktitle\t= {In Proc. of 28th Southeastern Symposium on System Theory},\n  pages\t\t= {},\n  year\t\t= {1996},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_1995\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_1995')\"\n      onkeypress=\"toggleGroup('group_1995')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>1995</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"guarini-soto-cipriano-guesalaga-caceres-measurementofphysicalcharacteristicsoffoaminflotationcells-1995\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"return trackOutboundLink('publications', 'click', 'guarini-soto-cipriano-guesalaga-caceres-measurementofphysicalcharacteristicsoffoaminflotationcells-1995', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event);\">\n    Measurement of physical characteristics of foam in flotation cells.\n  </a>\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Guarini, M.; <a class=\"bibbase author link\" href=\"https://asoto.ing.puc.cl/publications/\">Soto, A.</a>; Cipriano, A.; Guesalaga, A.;  and Caceres, J.\n</span>\n\n  \n\n</span>\n\n  In <i>In Proc. of Int. Conference: Copper-95</i>,  1995. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n  <a href=\"https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib\"\n     onclick=\"log_download('guarini-soto-cipriano-guesalaga-caceres-measurementofphysicalcharacteristicsoffoaminflotationcells-1995', 'https://raw.githubusercontent.com/ialab-puc/ialab.ing.puc.cl/master/pubs.bib', event.ctrlKey, event)\">\n    <img src=\"//bibbase.org/img/filetypes/link.svg\"\n\t     alt=\"Measurement of physical characteristics of foam in flotation cells [link]\"\n       title=\"Paper\"\n\t     class=\"bibbase_icon\"\n         ><span class=\"bibbase_icon_text\">Paper</span></a>\n  &nbsp;\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/guarini-soto-cipriano-guesalaga-caceres-measurementofphysicalcharacteristicsoffoaminflotationcells-1995\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('guarini-soto-cipriano-guesalaga-caceres-measurementofphysicalcharacteristicsoffoaminflotationcells-1995')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@InProceedings{\t  guarini:etal:1995,\n  author\t= {M. Guarini and A. Soto and A. Cipriano and A. Guesalaga\n\t\t  and J. Caceres},\n  title\t\t= {Measurement of physical characteristics of foam in\n\t\t  flotation cells},\n  booktitle\t= {In Proc. of Int. Conference: Copper-95},\n  pages\t\t= {},\n  year\t\t= {1995},\n  abstract\t= {},\n  url\t\t= {}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n\n\n\n  </div>\n\n\n  <!-- Modal -->\n\n  <!-- <iframe id=\"bibbase_network_frame\" -->\n  <!--         src=\"//bibbase.org/network/control\" -->\n  <!--         style=\"display: none;\"> -->\n  <!-- </iframe> -->\n\n</div>\n"}; document.write(bibbase_data.data);