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\n\n \n \n \n \n \n \n A systematic literature review of recent advances on context-aware recommender systems.\n \n \n \n \n\n\n \n Mateos, P.; and Bellogín, A.\n\n\n \n\n\n\n
Artif. Intell. Rev., 58(1): 20. 2025.\n
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@article{DBLP:journals/air/MateosB25,\n author = {Pablo Mateos and\n Alejandro Bellog{\\'{\\i}}n},\n title = {A systematic literature review of recent advances on context-aware\n recommender systems},\n journal = {Artif. Intell. Rev.},\n volume = {58},\n number = {1},\n pages = {20},\n year = {2025},\n url = {https://doi.org/10.1007/s10462-024-10939-4},\n doi = {10.1007/S10462-024-10939-4},\n timestamp = {Mon, 09 Dec 2024 00:00:00 +0100},\n biburl = {https://dblp.org/rec/journals/air/MateosB25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Smart Imputation, Better Recommendations: Improving Traditional Point-of-Interest Recommendation through Data Augmentation.\n \n \n \n \n\n\n \n Sánchez, P.; and Bellogín, A.\n\n\n \n\n\n\n
ACM Trans. Intell. Syst. Technol., 16(4): 95:1–95:35. 2025.\n
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@article{DBLP:journals/tist/SanchezB25,\n author = {Pablo S{\\'{a}}nchez and\n Alejandro Bellog{\\'{\\i}}n},\n title = {Smart Imputation, Better Recommendations: Improving Traditional Point-of-Interest\n Recommendation through Data Augmentation},\n journal = {{ACM} Trans. Intell. Syst. Technol.},\n volume = {16},\n number = {4},\n pages = {95:1--95:35},\n year = {2025},\n url = {https://doi.org/10.1145/3744347},\n doi = {10.1145/3744347},\n timestamp = {Tue, 14 Oct 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/tist/SanchezB25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n The Impact of Mainstream-Driven Algorithms on Recommendations for Children.\n \n \n \n \n\n\n \n Ungruh, R.; Bellogín, A.; and Pera, M. S.\n\n\n \n\n\n\n In Hauff, C.; Macdonald, C.; Jannach, D.; Kazai, G.; Nardini, F. M.; Pinelli, F.; Silvestri, F.; and Tonellotto, N., editor(s),
Advances in Information Retrieval - 47th European Conference on Information Retrieval, ECIR 2025, Lucca, Italy, April 6-10, 2025, Proceedings, Part III, volume 15574, of
Lecture Notes in Computer Science, pages 67–84, 2025. Springer\n
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@inproceedings{DBLP:conf/ecir/UngruhBP25,\n author = {Robin Ungruh and\n Alejandro Bellog{\\'{\\i}}n and\n Maria Soledad Pera},\n editor = {Claudia Hauff and\n Craig Macdonald and\n Dietmar Jannach and\n Gabriella Kazai and\n Franco Maria Nardini and\n Fabio Pinelli and\n Fabrizio Silvestri and\n Nicola Tonellotto},\n title = {The Impact of Mainstream-Driven Algorithms on Recommendations for\n Children},\n booktitle = {Advances in Information Retrieval - 47th European Conference on Information\n Retrieval, {ECIR} 2025, Lucca, Italy, April 6-10, 2025, Proceedings,\n Part {III}},\n series = {Lecture Notes in Computer Science},\n volume = {15574},\n pages = {67--84},\n publisher = {Springer},\n year = {2025},\n url = {https://doi.org/10.1007/978-3-031-88714-7\\_5},\n doi = {10.1007/978-3-031-88714-7\\_5},\n timestamp = {Fri, 09 May 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/ecir/UngruhBP25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Improving Novelty and Diversity of Nearest-Neighbors Recommendation by Exploiting Dissimilarities.\n \n \n \n \n\n\n \n Sánchez, P.; Sanz-Cruzado, J.; and Bellogín, A.\n\n\n \n\n\n\n In Hauff, C.; Macdonald, C.; Jannach, D.; Kazai, G.; Nardini, F. M.; Pinelli, F.; Silvestri, F.; and Tonellotto, N., editor(s),
Advances in Information Retrieval - 47th European Conference on Information Retrieval, ECIR 2025, Lucca, Italy, April 6-10, 2025, Proceedings, Part IV, volume 15575, of
Lecture Notes in Computer Science, pages 187–196, 2025. Springer\n
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@inproceedings{DBLP:conf/ecir/SanchezSB25,\n author = {Pablo S{\\'{a}}nchez and\n Javier Sanz{-}Cruzado and\n Alejandro Bellog{\\'{\\i}}n},\n editor = {Claudia Hauff and\n Craig Macdonald and\n Dietmar Jannach and\n Gabriella Kazai and\n Franco Maria Nardini and\n Fabio Pinelli and\n Fabrizio Silvestri and\n Nicola Tonellotto},\n title = {Improving Novelty and Diversity of Nearest-Neighbors Recommendation\n by Exploiting Dissimilarities},\n booktitle = {Advances in Information Retrieval - 47th European Conference on Information\n Retrieval, {ECIR} 2025, Lucca, Italy, April 6-10, 2025, Proceedings,\n Part {IV}},\n series = {Lecture Notes in Computer Science},\n volume = {15575},\n pages = {187--196},\n publisher = {Springer},\n year = {2025},\n url = {https://doi.org/10.1007/978-3-031-88717-8\\_14},\n doi = {10.1007/978-3-031-88717-8\\_14},\n timestamp = {Sun, 02 Nov 2025 21:27:37 +0100},\n biburl = {https://dblp.org/rec/conf/ecir/SanchezSB25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n The Impact of Contexts in Contextual Matrix Factorization Models.\n \n \n \n \n\n\n \n Bellogín, A.\n\n\n \n\n\n\n In Martínez, L.; Camacho, D.; Yin, H.; Dutta, B.; Yera, R.; Domínguez, R. M. R.; and Tallón-Ballesteros, A. J., editor(s),
Intelligent Data Engineering and Automated Learning - IDEAL 2025 - 26th International Conference, Jaén, Spain, November 13-15, 2025, Proceedings, Part II, volume 16239, of
Lecture Notes in Computer Science, pages 3–9, 2025. Springer\n
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@inproceedings{DBLP:conf/ideal/Bellogin25,\n author = {Alejandro Bellog{\\'{\\i}}n},\n editor = {Luis Mart{\\'{\\i}}nez and\n David Camacho and\n Hujun Yin and\n Bapi Dutta and\n Raciel Yera and\n Rosa Mar{\\'{\\i}}a Rodr{\\'{\\i}}guez Dom{\\'{\\i}}nguez and\n Antonio J. Tall{\\'{o}}n{-}Ballesteros},\n title = {The Impact of Contexts in Contextual Matrix Factorization Models},\n booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2025\n - 26th International Conference, Ja{\\'{e}}n, Spain, November 13-15,\n 2025, Proceedings, Part {II}},\n series = {Lecture Notes in Computer Science},\n volume = {16239},\n pages = {3--9},\n publisher = {Springer},\n year = {2025},\n url = {https://doi.org/10.1007/978-3-032-10489-2\\_1},\n doi = {10.1007/978-3-032-10489-2\\_1},\n timestamp = {Sun, 07 Dec 2025 00:00:00 +0100},\n biburl = {https://dblp.org/rec/conf/ideal/Bellogin25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n A Comparative Fairness Study in News Recommendation Systems.\n \n \n \n \n\n\n \n Salcedo, M.; and Bellogín, A.\n\n\n \n\n\n\n In Martínez, L.; Camacho, D.; Yin, H.; Dutta, B.; Yera, R.; Domínguez, R. M. R.; and Tallón-Ballesteros, A. J., editor(s),
Intelligent Data Engineering and Automated Learning - IDEAL 2025 - 26th International Conference, Jaén, Spain, November 13-15, 2025, Proceedings, Part II, volume 16239, of
Lecture Notes in Computer Science, pages 10–22, 2025. Springer\n
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@inproceedings{DBLP:conf/ideal/SalcedoB25,\n author = {Marta Salcedo and\n Alejandro Bellog{\\'{\\i}}n},\n editor = {Luis Mart{\\'{\\i}}nez and\n David Camacho and\n Hujun Yin and\n Bapi Dutta and\n Raciel Yera and\n Rosa Mar{\\'{\\i}}a Rodr{\\'{\\i}}guez Dom{\\'{\\i}}nguez and\n Antonio J. Tall{\\'{o}}n{-}Ballesteros},\n title = {A Comparative Fairness Study in News Recommendation Systems},\n booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2025\n - 26th International Conference, Ja{\\'{e}}n, Spain, November 13-15,\n 2025, Proceedings, Part {II}},\n series = {Lecture Notes in Computer Science},\n volume = {16239},\n pages = {10--22},\n publisher = {Springer},\n year = {2025},\n url = {https://doi.org/10.1007/978-3-032-10489-2\\_2},\n doi = {10.1007/978-3-032-10489-2\\_2},\n timestamp = {Sun, 07 Dec 2025 00:00:00 +0100},\n biburl = {https://dblp.org/rec/conf/ideal/SalcedoB25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Context Trails: A Dataset to Study Contextual and Route Recommendation.\n \n \n \n \n\n\n \n Sánchez, P.; Bellogín, A.; and Jorro-Aragoneses, J. L.\n\n\n \n\n\n\n In Bieliková, M.; Kordík, P.; Schedl, M.; de Gemmis, M.; Pera, S.; Alves, R.; Jeunen, O.; and Ostuni, V., editor(s),
Proceedings of the Nineteenth ACM Conference on Recommender Systems, RecSys 2025, Prague, Czech Republic, September 22-26, 2025, pages 716–725, 2025. ACM\n
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@inproceedings{DBLP:conf/recsys/SanchezBJ25,\n author = {Pablo S{\\'{a}}nchez and\n Alejandro Bellog{\\'{\\i}}n and\n Jose L. Jorro{-}Aragoneses},\n editor = {M{\\'{a}}ria Bielikov{\\'{a}} and\n Pavel Kord{\\'{\\i}}k and\n Markus Schedl and\n Marco de Gemmis and\n Sole Pera and\n Rodrigo Alves and\n Olivier Jeunen and\n Vito Ostuni},\n title = {Context Trails: {A} Dataset to Study Contextual and Route Recommendation},\n booktitle = {Proceedings of the Nineteenth {ACM} Conference on Recommender Systems,\n RecSys 2025, Prague, Czech Republic, September 22-26, 2025},\n pages = {716--725},\n publisher = {{ACM}},\n year = {2025},\n url = {https://doi.org/10.1145/3705328.3748151},\n doi = {10.1145/3705328.3748151},\n timestamp = {Sun, 02 Nov 2025 21:27:37 +0100},\n biburl = {https://dblp.org/rec/conf/recsys/SanchezBJ25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Impacts of Mainstream-Driven Algorithms on Recommendations for Children Across Domains: A Reproducibility Study.\n \n \n \n \n\n\n \n Ungruh, R.; Bellogín, A.; Kowald, D.; and Pera, M. S.\n\n\n \n\n\n\n In Bieliková, M.; Kordík, P.; Schedl, M.; de Gemmis, M.; Pera, S.; Alves, R.; Jeunen, O.; and Ostuni, V., editor(s),
Proceedings of the Nineteenth ACM Conference on Recommender Systems, RecSys 2025, Prague, Czech Republic, September 22-26, 2025, pages 783–791, 2025. ACM\n
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@inproceedings{DBLP:conf/recsys/UngruhBKP25,\n author = {Robin Ungruh and\n Alejandro Bellog{\\'{\\i}}n and\n Dominik Kowald and\n Maria Soledad Pera},\n editor = {M{\\'{a}}ria Bielikov{\\'{a}} and\n Pavel Kord{\\'{\\i}}k and\n Markus Schedl and\n Marco de Gemmis and\n Sole Pera and\n Rodrigo Alves and\n Olivier Jeunen and\n Vito Ostuni},\n title = {Impacts of Mainstream-Driven Algorithms on Recommendations for Children\n Across Domains: {A} Reproducibility Study},\n booktitle = {Proceedings of the Nineteenth {ACM} Conference on Recommender Systems,\n RecSys 2025, Prague, Czech Republic, September 22-26, 2025},\n pages = {783--791},\n publisher = {{ACM}},\n year = {2025},\n url = {https://doi.org/10.1145/3705328.3748160},\n doi = {10.1145/3705328.3748160},\n timestamp = {Wed, 15 Oct 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/recsys/UngruhBKP25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n From Previous Plays to Long-Term Tastes: Exploring the Long-term Reliability of Recommender Systems Simulations for Children.\n \n \n \n \n\n\n \n Ungruh, R.; Bellogín, A.; and Pera, M. S.\n\n\n \n\n\n\n In Bieliková, M.; Kordík, P.; Schedl, M.; de Gemmis, M.; Pera, S.; Alves, R.; Jeunen, O.; and Ostuni, V., editor(s),
Proceedings of the Nineteenth ACM Conference on Recommender Systems, RecSys 2025, Prague, Czech Republic, September 22-26, 2025, pages 1193–1198, 2025. ACM\n
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@inproceedings{DBLP:conf/recsys/UngruhBP25,\n author = {Robin Ungruh and\n Alejandro Bellog{\\'{\\i}}n and\n Maria Soledad Pera},\n editor = {M{\\'{a}}ria Bielikov{\\'{a}} and\n Pavel Kord{\\'{\\i}}k and\n Markus Schedl and\n Marco de Gemmis and\n Sole Pera and\n Rodrigo Alves and\n Olivier Jeunen and\n Vito Ostuni},\n title = {From Previous Plays to Long-Term Tastes: Exploring the Long-term Reliability\n of Recommender Systems Simulations for Children},\n booktitle = {Proceedings of the Nineteenth {ACM} Conference on Recommender Systems,\n RecSys 2025, Prague, Czech Republic, September 22-26, 2025},\n pages = {1193--1198},\n publisher = {{ACM}},\n year = {2025},\n url = {https://doi.org/10.1145/3705328.3759301},\n doi = {10.1145/3705328.3759301},\n timestamp = {Wed, 15 Oct 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/recsys/UngruhBP25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n LLM-based Generation of Personalized, Context-aware City Tourist Itineraries: A User Study with GPT Trip Planner.\n \n \n \n \n\n\n \n González-Sanz, E. L.; Cantador, I.; and Bellogín, A.\n\n\n \n\n\n\n In Neidhardt, J.; Kuflik, T.; Livne, A.; Zanker, M.; and Wörndl, W., editor(s),
Proceedings of the Workshop on Recommenders in Tourism co-located with the 19th ACM Conference on Recommender Systems (RecSys 2025), Prague, Czech Republic, September 22, 2025, volume 4052, of
CEUR Workshop Proceedings, pages 68–73, 2025. CEUR-WS.org\n
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@inproceedings{DBLP:conf/rectour/Gonzalez-SanzCB25,\n author = {Elena L. Gonz{\\'{a}}lez{-}Sanz and\n Iv{\\'{a}}n Cantador and\n Alejandro Bellog{\\'{\\i}}n},\n editor = {Julia Neidhardt and\n Tsvi Kuflik and\n Amit Livne and\n Markus Zanker and\n Wolfgang W{\\"{o}}rndl},\n title = {LLM-based Generation of Personalized, Context-aware City Tourist Itineraries:\n {A} User Study with {GPT} Trip Planner},\n booktitle = {Proceedings of the Workshop on Recommenders in Tourism co-located\n with the 19th {ACM} Conference on Recommender Systems (RecSys 2025),\n Prague, Czech Republic, September 22, 2025},\n series = {{CEUR} Workshop Proceedings},\n volume = {4052},\n pages = {68--73},\n publisher = {CEUR-WS.org},\n year = {2025},\n url = {https://ceur-ws.org/Vol-4052/paper6.pdf},\n timestamp = {Tue, 04 Nov 2025 17:01:14 +0100},\n biburl = {https://dblp.org/rec/conf/rectour/Gonzalez-SanzCB25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n From Monolith to Mosaic: Uncovering Behavioral Differences for Choice Models in Recommender Systems Simulations.\n \n \n \n \n\n\n \n Ungruh, R.; Bellogín, A.; and Pera, M. S.\n\n\n \n\n\n\n In Ferro, N.; Maistro, M.; Pasi, G.; Alonso, O.; Trotman, A.; and Verberne, S., editor(s),
Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025, pages 2717–2722, 2025. ACM\n
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@inproceedings{DBLP:conf/sigir/UngruhBP25,\n author = {Robin Ungruh and\n Alejandro Bellog{\\'{\\i}}n and\n Maria Soledad Pera},\n editor = {Nicola Ferro and\n Maria Maistro and\n Gabriella Pasi and\n Omar Alonso and\n Andrew Trotman and\n Suzan Verberne},\n title = {From Monolith to Mosaic: Uncovering Behavioral Differences for Choice\n Models in Recommender Systems Simulations},\n booktitle = {Proceedings of the 48th International {ACM} {SIGIR} Conference on\n Research and Development in Information Retrieval, {SIGIR} 2025, Padua,\n Italy, July 13-18, 2025},\n pages = {2717--2722},\n publisher = {{ACM}},\n year = {2025},\n url = {https://doi.org/10.1145/3726302.3730199},\n doi = {10.1145/3726302.3730199},\n timestamp = {Sun, 02 Nov 2025 21:27:20 +0100},\n biburl = {https://dblp.org/rec/conf/sigir/UngruhBP25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n International Workshop on Algorithmic Bias in Search and Recommendation (BIAS 2025).\n \n \n \n \n\n\n \n Bellogín, A.; Boratto, L.; Kleanthous, S.; Lex, E.; Malloci, F. M.; and Marras, M.\n\n\n \n\n\n\n In Ferro, N.; Maistro, M.; Pasi, G.; Alonso, O.; Trotman, A.; and Verberne, S., editor(s),
Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025, pages 4150–4152, 2025. ACM\n
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@inproceedings{DBLP:conf/sigir/BelloginBKLMM25,\n author = {Alejandro Bellog{\\'{\\i}}n and\n Ludovico Boratto and\n Styliani Kleanthous and\n Elisabeth Lex and\n Francesca Maridina Malloci and\n Mirko Marras},\n editor = {Nicola Ferro and\n Maria Maistro and\n Gabriella Pasi and\n Omar Alonso and\n Andrew Trotman and\n Suzan Verberne},\n title = {International Workshop on Algorithmic Bias in Search and Recommendation\n {(BIAS} 2025)},\n booktitle = {Proceedings of the 48th International {ACM} {SIGIR} Conference on\n Research and Development in Information Retrieval, {SIGIR} 2025, Padua,\n Italy, July 13-18, 2025},\n pages = {4150--4152},\n publisher = {{ACM}},\n year = {2025},\n url = {https://doi.org/10.1145/3726302.3730357},\n doi = {10.1145/3726302.3730357},\n timestamp = {Sat, 09 Aug 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/conf/sigir/BelloginBKLMM25.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Impacts of Mainstream-Driven Algorithms on Recommendations for Children Across Domains: A Reproducibility Study.\n \n \n \n \n\n\n \n Ungruh, R.; Bellogín, A.; Kowald, D.; and Pera, M. S.\n\n\n \n\n\n\n
CoRR, abs/2507.06596. 2025.\n
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@article{DBLP:journals/corr/abs-2507-06596,\n author = {Robin Ungruh and\n Alejandro Bellog{\\'{\\i}}n and\n Dominik Kowald and\n Maria Soledad Pera},\n title = {Impacts of Mainstream-Driven Algorithms on Recommendations for Children\n Across Domains: {A} Reproducibility Study},\n journal = {CoRR},\n volume = {abs/2507.06596},\n year = {2025},\n url = {https://doi.org/10.48550/arXiv.2507.06596},\n doi = {10.48550/ARXIV.2507.06596},\n eprinttype = {arXiv},\n eprint = {2507.06596},\n timestamp = {Sat, 06 Sep 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2507-06596.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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\n\n \n \n \n \n \n \n Point of Interest Recommendation: Pitfalls and Viable Solutions.\n \n \n \n \n\n\n \n Bellogín, A.; Dietz, L. W.; Ricci, F.; and Sánchez, P.\n\n\n \n\n\n\n
CoRR, abs/2507.13725. 2025.\n
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@article{DBLP:journals/corr/abs-2507-13725,\n author = {Alejandro Bellog{\\'{\\i}}n and\n Linus W. Dietz and\n Francesco Ricci and\n Pablo S{\\'{a}}nchez},\n title = {Point of Interest Recommendation: Pitfalls and Viable Solutions},\n journal = {CoRR},\n volume = {abs/2507.13725},\n year = {2025},\n url = {https://doi.org/10.48550/arXiv.2507.13725},\n doi = {10.48550/ARXIV.2507.13725},\n eprinttype = {arXiv},\n eprint = {2507.13725},\n timestamp = {Sun, 17 Aug 2025 01:00:00 +0200},\n biburl = {https://dblp.org/rec/journals/corr/abs-2507-13725.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n\n
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