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\n\n \n \n \n \n \n \n The Potential of Reinforcement Learning for Lumbar Load Prediction in Multi Body Models of the Spine.\n \n \n \n \n\n\n \n Gheorghe Lisca, M. K.; Tanja Lerchl, C. A.; and Thomas Grauschopf, V. S.\n\n\n \n\n\n\n In
15th International Conference on the Engineering of Sport, 2024. International Sports Engineering Association(ISEA)\n
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@inproceedings{lisca2024rl,\n title={The Potential of Reinforcement Learning for Lumbar Load Prediction in Multi Body Models of the Spine},\n author={Gheorghe Lisca, Matthias Kindler, Tanja Lerchl, Cristian Axenie, Thomas Grauschopf, Veit Senner},\n booktitle={15th International Conference on the Engineering of Sport},\n year={2024},\n organization={International Sports Engineering Association(ISEA)},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_53.pdf}\n }\n\n
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\n\n \n \n \n \n \n \n Exploring Antifragility in Traffic Networks: Anticipating and Gaining from Disruptions with Reinforcement Learning.\n \n \n \n \n\n\n \n Sun, L.; Makridis, M. A.; Genser, A.; Axenie, C.; Grossi, M.; and Kouvelas, A.\n\n\n \n\n\n\n In
Transportation Research Board Annual Meeting 24, 2024. Transportation Research Board\n
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@inproceedings{sun2023istdm,\n title={Exploring Antifragility in Traffic Networks: Anticipating and Gaining from Disruptions with Reinforcement Learning},\n author={Linghang Sun and Michail A. Makridis and Alexander Genser and Cristian Axenie and Margherita Grossi and Anastasios Kouvelas},\n booktitle={Transportation Research Board Annual Meeting 24},\n year={2024},\n organization={Transportation Research Board},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_51.pdf}\n }\n\n
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\n\n \n \n \n \n \n \n Fuzzy modelling and inference for physics-aware road vehicle driver behaviour model calibration.\n \n \n \n \n\n\n \n Axenie, C.; Scherr, W.; Wieder, A.; Torres, A. S.; Meng, Z.; Du, X.; Sottovia, P.; Foroni, D.; Grossi, M.; Bortoli, S.; and Brasche, G.\n\n\n \n\n\n\n
Expert Systems with Applications, 241: 122590. 2024.\n
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@article{axenie4195952fuzzy,\ntitle = {Fuzzy modelling and inference for physics-aware road vehicle driver behaviour model calibration},\nauthor = {Cristian Axenie and Wolfgang Scherr and Alexander Wieder and Anibal Siguenza Torres and Zhuoxiao Meng and Xiaorui Du and Paolo Sottovia and Daniele Foroni and Margherita Grossi and Stefano Bortoli and Götz Brasche},\njournal = {Expert Systems with Applications},\nvolume = {241},\npages = {122590},\nyear = {2024},\nissn = {0957-4174},\ndoi = {https://doi.org/10.1016/j.eswa.2023.122590},\nurl = {https://www.sciencedirect.com/science/article/pii/S0957417423030920},\nurl_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_49.pdf}\n}\n\n\n
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\n \n 2023\n \n \n (4)\n \n \n
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\n\n \n \n \n \n \n \n Recipes for calibration and validation of agent-based models in cancer biomedicine.\n \n \n \n \n\n\n \n Cogno, N.; Axenie, C.; Bauer, R.; and Vavourakis, V.\n\n\n \n\n\n\n . 2023.\n
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@article{cogno2023recipes,\n title={Recipes for calibration and validation of agent-based models in cancer biomedicine}, \n author={Nicolò Cogno and Cristian Axenie and Roman Bauer and Vasileios Vavourakis},\n year={2023},\n organization={submitted at Cancer Biology & Therapy, Integrating Computational Modelling in Cancer Biology and Therapy, Taylor & Francis},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_52.pdf}\n}\n\n\n
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\n\n \n \n \n \n \n \n Exploring Antifragility in Urban Road Networks: Anticipating Disturbances with Reinforcement Learning.\n \n \n \n \n\n\n \n Sun, L.; Makridis, M. A.; Genser, A.; Axenie, C.; Grossi, M.; and Kouvelas, A.\n\n\n \n\n\n\n In
9 th International Symposium on Transportation Data & Modelling (ISTDM2023), 2023. European Comission, EU Science Hub\n
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@inproceedings{sun2023istdm,\n title={Exploring Antifragility in Urban Road Networks: Anticipating Disturbances with Reinforcement Learning},\n author={Linghang Sun and Michail A. Makridis and Alexander Genser and Cristian Axenie and Margherita Grossi and Anastasios Kouvelas},\n booktitle={9 th International Symposium on Transportation Data & Modelling (ISTDM2023)},\n year={2023},\n organization={European Comission, EU Science Hub},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_50.pdf}\n }\n \n
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\n\n \n \n \n \n \n \n A neurodynamic model of a high-dimensional vector associative memory for road traffic control optimization.\n \n \n \n \n\n\n \n Lolas, D.; and Axenie, C.\n\n\n \n\n\n\n . 3 2023.\n
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@article{Lolas2023,\nauthor = "Dimitrios Lolas and Cristian Axenie",\ntitle = "{A neurodynamic model of a high-dimensional vector associative memory for road traffic control optimization}",\nyear = "2023",\nmonth = "3",\nurl = "https://www.techrxiv.org/articles/preprint/A_neurodynamic_model_of_a_high-dimensional_vector_associative_memory_for_road_traffic_control_optimization/22197280",\ndoi = "10.36227/techrxiv.22197280.v1",\npublisher = {TechrXiv - Submitted to IEEE Trans. Intelligent Transporation Systems},\ncopyright = {Creative Commons Attribution Non-Commercial No Derivatives 4.0 International}\n}\n\n
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\n\n \n \n \n \n \n \n Antifragile Control Systems: The case of mobile robot trajectory tracking in the presence of uncertainty.\n \n \n \n \n\n\n \n Axenie, C.; and Saveriano, M.\n\n\n \n\n\n\n 2023.\n
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@misc{https://doi.org/10.48550/arxiv.2302.05117,\n doi = {10.1109/ACCESS.2023.3339988},\n url = {https://arxiv.org/abs/2302.05117},\n author = {Axenie, Cristian and Saveriano, Matteo},\n keywords = {Robotics (cs.RO), Systems and Control (eess.SY), FOS: Computer and information sciences, FOS: Computer and information sciences, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Electrical engineering, electronic engineering, information engineering},\n title = {Antifragile Control Systems: The case of mobile robot trajectory tracking in the presence of uncertainty},\n publisher = {arXiv - Accepted to IEEE Access Journal},\n year = {2023},\n copyright = {Creative Commons Attribution Non Commercial No Derivatives 4.0 International}\n}\n\n\n
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\n\n \n \n \n \n \n \n Antifragile Control Systems: The case of an oscillator-based network model of urban road traffic dynamics.\n \n \n \n \n\n\n \n Axenie, C.; and Grossi, M.\n\n\n \n\n\n\n 2022.\n
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@misc{https://doi.org/10.48550/arxiv.2210.10460,\n doi = {10.48550/ARXIV.2210.10460},\n url = {https://arxiv.org/abs/2210.10460},\n author = {Axenie, Cristian and Grossi, Margherita},\n keywords = {Systems and Control (eess.SY), Distributed, Parallel, and Cluster Computing (cs.DC), FOS: Electrical engineering, electronic engineering, information engineering, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Computer and information sciences, FOS: Computer and information sciences},\n title = {Antifragile Control Systems: The case of an oscillator-based network model of urban road traffic dynamics},\n publisher = {arXiv - Submitted to Transporation Research: Part B},\n year = {2022},\n copyright = {Creative Commons Attribution Non Commercial Share Alike 4.0 International}\n}\n\n
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\n\n \n \n \n \n \n \n Antifragile Control Systems: The Case of an Anti-Symmetric Network Model of the Tumor-Immune-Drug Interactions.\n \n \n \n \n\n\n \n Axenie, C.; Kurz, D.; and Saveriano, M.\n\n\n \n\n\n\n
Symmetry, 14(10): 2034. 2022.\n
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@article{axenie2022antifragile,\n title={Antifragile Control Systems: The Case of an Anti-Symmetric Network Model of the Tumor-Immune-Drug Interactions},\n author={Axenie, Cristian and Kurz, Daria and Saveriano, Matteo},\n journal={Symmetry},\n volume={14},\n number={10},\n pages={2034},\n year={2022},\n publisher={MDPI},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_48.pdf}\n}\n\n\n
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\n\n \n \n \n \n \n \n Reinforcement learning estimates muscle activation.\n \n \n \n \n\n\n \n Lisca, G.; Axenie, C.; Grauschopf, T.; and Senner, V.\n\n\n \n\n\n\n In
14 Symposium der DVS-Sektion Sportinformatik und Sporttechnologie (Spinfortec2022), 2022. DVS - Deutsche Vereinigung für Sportwissenschaft, Sektion „Sportinformatik und Sporttechnologie“\n
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@inproceedings{lista2022spinfortec,\n title={Reinforcement learning estimates muscle activation},\n author={Lisca, Gheorghe and Axenie, Cristian and Grauschopf, Thomas and Senner, Veit},\n booktitle={14 Symposium der DVS-Sektion Sportinformatik und Sporttechnologie (Spinfortec2022)},\n year={2022},\n organization={DVS - Deutsche Vereinigung für Sportwissenschaft, Sektion „Sportinformatik und Sporttechnologie“},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_47.pdf}\n }\n \n
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\n\n \n \n \n \n \n \n Gazebo Fluids: SPH-based simulation of fluid interaction with articulated rigid body dynamics.\n \n \n \n \n\n\n \n Emmanouil, A.; Jan, B.; Jonathan, A.; Lars, G.; Wei, W.; Axenie, C.; Alois, K.; and Auke, I.\n\n\n \n\n\n\n In
2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022. IEEE\n
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@inproceedings{angelidis2022gasebofluids,\n title={Gazebo Fluids: SPH-based simulation of fluid interaction with articulated rigid body dynamics},\n author={Emmanouil, Angelidis and Jan, Bender and Jonathan, Arreguit and Lars, Gleim and Wei, Wang and Axenie, Cristian and Alois, Knoll and Auke, Ijspeert},\n booktitle={2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},\n year={2022},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_46.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Topology-Preserving Simplification of OpenStreetMap Network Data for Large-scale Simulation in SUMO.\n \n \n \n \n\n\n \n Zhuoxiao, M.; Xiaorui, D.; Paolo, S.; Daniele, F.; Axenie, C.; Alexander, W.; David, E.; Stefano, B.; Alois, K.; and Sommer, C.\n\n\n \n\n\n\n In
SUMO User Conference, 2022. \n
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@inproceedings{zhuoxiao2022preserving,\n title={Topology-Preserving Simplification of OpenStreetMap Network Data for Large-scale Simulation in SUMO},\n author={Zhuoxiao, Meng and Xiaorui, Du and Paolo, Sottovia and Daniele, Foroni and Axenie, Cristian and Alexander, Wieder and David, Eckhof and Stefano, Bortoli and Alois, Knoll and Christoph Sommer},\n booktitle={SUMO User Conference},\n year={2022},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_45.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n An open-source MLIR-based compiler for fast Sum-Product Network inference on CPUs and GPUs.\n \n \n \n \n\n\n \n Sommer, L.; Axenie, C.; and Koch, A.\n\n\n \n\n\n\n In
In 2022 IEEE/ACM International Symposium on Code Generation and Optimization (CGO). , 2022. \n
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@inproceedings{sommer2022cgo,\n title={An open-source MLIR-based compiler for fast Sum-Product Network inference on CPUs and GPUs},\n author={Sommer, Lukas and Axenie, Cristian and Koch, Andreas},\n year={2022},\n booktitle={In 2022 IEEE/ACM International Symposium on Code Generation and Optimization (CGO). },\n url_Paper = {https://www.esa.informatik.tu-darmstadt.de/assets/publications/materials/2022/2022_CGO_LS.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Efficient Operator Sharing Modulo Scheduling for Sum-Product Network Inference on FPGAs⋆.\n \n \n \n \n\n\n \n Sommer, L.; Axenie, C.; and Koch, A.\n\n\n \n\n\n\n . 2021.\n
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@article{sommer2021efficient,\n title={Efficient Operator Sharing Modulo Scheduling for Sum-Product Network Inference on FPGAs⋆},\n author={Sommer, Lukas and Axenie, Cristian and Koch, Andreas},\n year={2021},\n booktitle={2021 SAMOS},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_13.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n SPNC: Accelerating Sum-Product Network Inference on CPUs and GPUs.\n \n \n \n \n\n\n \n Sommer, L.; Halkenhäuser, M.; Axenie, C.; and Koch, A.\n\n\n \n\n\n\n In
2021 IEEE 32nd International Conference on Application-specific Systems, Architectures and Processors (ASAP), pages 53–56, 2021. IEEE\n
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@inproceedings{sommer2021spnc,\n title={SPNC: Accelerating Sum-Product Network Inference on CPUs and GPUs},\n author={Sommer, Lukas and Halkenh{\\"a}user, Michael and Axenie, Cristian and Koch, Andreas},\n booktitle={2021 IEEE 32nd International Conference on Application-specific Systems, Architectures and Processors (ASAP)},\n pages={53--56},\n year={2021},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_11.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Less Is More: Learning Insights From a Single Motion Sensor for Accurate and Explainable Soccer Goalkeeper Kinematics.\n \n \n \n \n\n\n \n Lisca, G.; Prodaniuc, C.; Grauschopf, T.; and Axenie, C.\n\n\n \n\n\n\n
IEEE Sensors Journal, 21(18): 20375–20387. 2021.\n
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@article{lisca2021less,\n title={Less Is More: Learning Insights From a Single Motion Sensor for Accurate and Explainable Soccer Goalkeeper Kinematics},\n author={Lisca, Gheorghe and Prodaniuc, Cristian and Grauschopf, Thomas and Axenie, Cristian},\n journal={IEEE Sensors Journal},\n volume={21},\n number={18},\n pages={20375--20387},\n year={2021},\n publisher={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_30.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n OBELISC: Oscillator-Based Modelling and Control using Efficient Neural Learning for Intelligent Road Traffic Signal Calculation.\n \n \n \n \n\n\n \n Axenie, C.; Shi, R.; Foroni, D.; Wieder, A.; Hassan, M. A. H.; Sottovia, P.; Grossi, M.; Bortoli, S.; and Brasche, G.\n\n\n \n\n\n\n In
ECML-PKDD 2021, 2021. \n
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@inproceedings{axenie2021obelisc,\n title={OBELISC: Oscillator-Based Modelling and Control using Efficient Neural Learning for Intelligent Road Traffic Signal Calculation},\n author={Axenie, Cristian and Shi, Rongye and Foroni, Daniele and Wieder, Alexander and Hassan, Mohamad Al Hajj and Sottovia, Paolo and Grossi, Margherita and Bortoli, Stefano and Brasche, G{\\"o}tz},\n booktitle={ECML-PKDD 2021},\n year={2021},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_33.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Data-Driven Discovery of Mathematical and Physical Relations in Oncology Data Using Human-Understandable Machine Learning.\n \n \n \n \n\n\n \n Kurz, D.; Sánchez, C. S.; and Axenie, C.\n\n\n \n\n\n\n
Frontiers in Artificial Intelligence, 4: 158. 2021.\n
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@article{axenie2021kurz,\n title={Data-Driven Discovery of Mathematical and Physical Relations in Oncology Data Using Human-Understandable Machine Learning},\n author={Kurz, Daria and Sánchez, Carlos Salort and Axenie, Cristian},\n journal={Frontiers in Artificial Intelligence},\n volume={4},\n pages={158},\n year={2021}, \n url={https://www.frontiersin.org/article/10.3389/frai.2021.713690},\n doi={10.3389/frai.2021.713690},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_10.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n The Multiple Dimensions of Networks in Cancer: A Perspective.\n \n \n \n \n\n\n \n Axenie, C.; Bauer, R.; and Martı́nez, Marı́a Rodrı́guez\n\n\n \n\n\n\n
Symmetry, 13(9): 1559. 2021.\n
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@article{axenie2021multiple,\n title={The Multiple Dimensions of Networks in Cancer: A Perspective},\n author={Axenie, Cristian and Bauer, Roman and Mart{\\'\\i}nez, Mar{\\'\\i}a Rodr{\\'\\i}guez},\n journal={Symmetry},\n volume={13},\n number={9},\n pages={1559},\n year={2021},\n publisher={Multidisciplinary Digital Publishing Institute},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_39.pdf}\n}\n\n\n
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\n\n \n \n \n \n \n \n TRAMESINO: Traffic Memory System for Intelligent Optimization of Road Traffic Control.\n \n \n \n \n\n\n \n Axenie, C.; Shi, R.; Foroni, D.; Wieder, A.; Hassan, M. A. H.; Sottovia, P.; Grossi, M.; Bortoli, S.; and Brasche, G.\n\n\n \n\n\n\n In
International Workshop on Advanced Analytics and Learning on Temporal Data, ECML-PKDD 2021, 2021. Springer, Cham\n
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@inproceedings{axenietramesino,\n title={TRAMESINO: Traffic Memory System for Intelligent Optimization of Road Traffic Control},\n author={Axenie, Cristian and Shi, Rongye and Foroni, Daniele and Wieder, Alexander and Hassan, Mohamad Al Hajj and Sottovia, Paolo and Grossi, Margherita and Bortoli, Stefano and Brasche, G{\\"o}tz},\n booktitle={International Workshop on Advanced Analytics and Learning on Temporal Data, ECML-PKDD 2021},\n year={2021},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_40.pdf}\n}\n
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\n \n 2020\n \n \n (10)\n \n \n
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\n\n \n \n \n \n \n Learning Personalized Virtual Reality Avatars for Chemotherapy-Induced Peripheral Neuropathy Rehabilitation in Breast Cancer.\n \n \n \n\n\n \n Kurz, D.; and Axenie, C.\n\n\n \n\n\n\n In
ONCOLOGY RESEARCH AND TREATMENT, volume 43, pages 166–166, 2020. KARGER ALLSCHWILERSTRASSE 10, CH-4009 BASEL, SWITZERLAND\n
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@inproceedings{kurz2020learning,\n title={Learning Personalized Virtual Reality Avatars for Chemotherapy-Induced Peripheral Neuropathy Rehabilitation in Breast Cancer},\n author={Kurz, Daria and Axenie, Cristian},\n booktitle={ONCOLOGY RESEARCH AND TREATMENT},\n volume={43},\n pages={166--166},\n year={2020},\n organization={KARGER ALLSCHWILERSTRASSE 10, CH-4009 BASEL, SWITZERLAND}\n}\n\n
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\n\n \n \n \n \n \n \n Tumor Characterization using Unsupervised Learning of Mathematical Relations within Breast Cancer Data.\n \n \n \n \n\n\n \n Axenie, C.; and Kurz, D.\n\n\n \n\n\n\n In
International Conference on Artificial Neural Networks, pages 838–849, 2020. Springer, Cham\n
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@inproceedings{axenie2020tumor,\n title={Tumor Characterization using Unsupervised Learning of Mathematical Relations within Breast Cancer Data},\n author={Axenie, Cristian and Kurz, Daria},\n booktitle={International Conference on Artificial Neural Networks},\n pages={838--849},\n year={2020},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_5.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n A Framework for Learning Invariant Physical Relations in Multimodal Sensory Processing.\n \n \n \n \n\n\n \n Xiaorui, D.; Erdem, Y.; Schweizer, I.; and Axenie, C.\n\n\n \n\n\n\n
arXiv preprint arXiv:2006.16607. 2020.\n
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@article{xiaorui2020framework,\n title={A Framework for Learning Invariant Physical Relations in Multimodal Sensory Processing},\n author={Xiaorui, Du and Erdem, Yavuzhan and Schweizer, Immanuel and Axenie, Cristian},\n journal={arXiv preprint arXiv:2006.16607},\n year={2020},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_2.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n PRINCESS: Prediction of Individual Breast Cancer Evolution to Surgical Size.\n \n \n \n \n\n\n \n Axenie, C.; and Kurz, D.\n\n\n \n\n\n\n In
2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS), pages 457–462, 2020. IEEE\n
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@inproceedings{axenie2020princess,\n title={PRINCESS: Prediction of Individual Breast Cancer Evolution to Surgical Size},\n author={Axenie, Cristian and Kurz, Daria},\n booktitle={2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS)},\n pages={457--462},\n year={2020},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_8.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n GANNSTER: Graph-Augmented Neural Network Spatio-Temporal Reasoner for Traffic Forecasting.\n \n \n \n \n\n\n \n Sánchez, C. S.; Wieder, A.; Sottovia, P.; Bortoli, S.; Baumbach, J.; and Axenie, C.\n\n\n \n\n\n\n In
International Workshop on Advanced Analytics and Learning on Temporal Data, pages 63–76, 2020. Springer, Cham\n
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@inproceedings{sanchez2020gannster,\n title={GANNSTER: Graph-Augmented Neural Network Spatio-Temporal Reasoner for Traffic Forecasting},\n author={S{\\'a}nchez, Carlos Salort and Wieder, Alexander and Sottovia, Paolo and Bortoli, Stefano and Baumbach, Jan and Axenie, Cristian},\n booktitle={International Workshop on Advanced Analytics and Learning on Temporal Data},\n pages={63--76},\n year={2020},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_18.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n CHIMERA: Combining Mechanistic Models and Machine Learning for Personalized Chemotherapy and Surgery Sequencing in Breast Cancer.\n \n \n \n \n\n\n \n Axenie, C.; and Kurz, D.\n\n\n \n\n\n\n In
International Symposium on Mathematical and Computational Oncology, pages 13–24, 2020. Springer, Cham\n
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@inproceedings{axenie2020chimera,\n title={CHIMERA: Combining Mechanistic Models and Machine Learning for Personalized Chemotherapy and Surgery Sequencing in Breast Cancer},\n author={Axenie, Cristian and Kurz, Daria},\n booktitle={International Symposium on Mathematical and Computational Oncology},\n pages={13--24},\n year={2020},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_6.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Status and recommendations of technological and data-driven innovations in cancer care: focus group study.\n \n \n \n \n\n\n \n Kondylakis, H.; Axenie, C.; Bastola, D. K.; Katehakis, D. G; Kouroubali, A.; Kurz, D.; Larburu, N.; Macı́a, Iván; Maguire, R.; Maramis, C.; and others\n\n\n \n\n\n\n
Journal of medical Internet research, 22(12): e22034. 2020.\n
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@article{kondylakis2020status,\n title={Status and recommendations of technological and data-driven innovations in cancer care: focus group study},\n author={Kondylakis, Haridimos and Axenie, Cristian and Bastola, Dhundy Kiran and Katehakis, Dimitrios G and Kouroubali, Angelina and Kurz, Daria and Larburu, Nekane and Mac{\\'\\i}a, Iv{\\'a}n and Maguire, Roma and Maramis, Christos and others},\n journal={Journal of medical Internet research},\n volume={22},\n number={12},\n pages={e22034},\n year={2020},\n publisher={JMIR Publications Inc., Toronto, Canada},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_34.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n PERFECTO: Prediction of Extended Response and Growth Functions for Estimating Chemotherapy Outcomes in Breast Cancer.\n \n \n \n \n\n\n \n Kurz, D.; and Axenie, C.\n\n\n \n\n\n\n In
2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pages 609–614, 2020. IEEE\n
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@inproceedings{kurz2020perfecto,\n title={PERFECTO: Prediction of Extended Response and Growth Functions for Estimating Chemotherapy Outcomes in Breast Cancer},\n author={Kurz, Daria and Axenie, Cristian},\n booktitle={2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},\n pages={609--614},\n year={2020},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_9.pdf}\n}\n\n
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\n \n 2019\n \n \n (7)\n \n \n
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\n\n \n \n \n \n \n \n Neural Network 3D Body Pose Tracking and Prediction for Motion-to-Photon Latency Compensation in Distributed Virtual Reality.\n \n \n \n \n\n\n \n Pohl, S.; Becher, A.; Grauschopf, T.; and Axenie, C.\n\n\n \n\n\n\n In
International Conference on Artificial Neural Networks, pages 429–442, 2019. Springer, Cham\n
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@inproceedings{pohl2019neural,\n title={Neural Network 3D Body Pose Tracking and Prediction for Motion-to-Photon Latency Compensation in Distributed Virtual Reality},\n author={Pohl, Sebastian and Becher, Armin and Grauschopf, Thomas and Axenie, Cristian},\n booktitle={International Conference on Artificial Neural Networks},\n pages={429--442},\n year={2019},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_35.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n NARPCA: Neural Accumulate-Retract PCA for Low-Latency High-Throughput Processing on Datastreams.\n \n \n \n \n\n\n \n Axenie, C.; Tudoran, R.; Bortoli, S.; Hassan, M. A. H.; and Brasche, G.\n\n\n \n\n\n\n In
International Conference on Artificial Neural Networks, pages 253–266, 2019. Springer, Cham\n
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@inproceedings{axenie2019narpca,\n title={NARPCA: Neural Accumulate-Retract PCA for Low-Latency High-Throughput Processing on Datastreams},\n author={Axenie, Cristian and Tudoran, Radu and Bortoli, Stefano and Hassan, Mohamad Al Hajj and Brasche, Goetz},\n booktitle={International Conference on Artificial Neural Networks},\n pages={253--266},\n year={2019},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_22.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Fuzzy Inference System for Risk Evaluation in Gestational Diabetes Mellitus.\n \n \n \n \n\n\n \n Sánchez, C. S.; Smyth, S.; Tully, E.; Griffin, J.; Heaphy, L.; Redmond, N.; Breathnach, F.; Baumbach, J.; and Axenie, C.\n\n\n \n\n\n\n In
2019 IEEE 19th International Conference on Bioinformatics and Bioengineering (BIBE), pages 947–952, 2019. IEEE\n
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@inproceedings{sanchez2019fuzzy,\n title={Fuzzy Inference System for Risk Evaluation in Gestational Diabetes Mellitus},\n author={S{\\'a}nchez, Carlos Salort and Smyth, Suzanne and Tully, Elizabeth and Griffin, Joanna and Heaphy, Luke and Redmond, Niamh and Breathnach, Fionnuala and Baumbach, Jan and Axenie, Cristian},\n booktitle={2019 IEEE 19th International Conference on Bioinformatics and Bioengineering (BIBE)},\n pages={947--952},\n year={2019},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_28.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Dimensionality Reduction for Low-Latency High-Throughput Fraud Detection on Datastreams.\n \n \n \n \n\n\n \n Axenie, C.; Tudoran, R.; Bortoli, S.; Hassan, M. A. H.; Sanchez, C. S.; and Brasche, G.\n\n\n \n\n\n\n In
2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA), pages 1170–1177, 2019. IEEE\n
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@inproceedings{axenie2019dimensionality,\n title={Dimensionality Reduction for Low-Latency High-Throughput Fraud Detection on Datastreams},\n author={Axenie, Cristian and Tudoran, Radu and Bortoli, Stefano and Hassan, Mohamad Al Hajj and Sanchez, Carlos Salort and Brasche, Goetz},\n booktitle={2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA)},\n pages={1170--1177},\n year={2019},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_26.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n An Online Incremental Clustering Framework for Real-Time Stream Analytics.\n \n \n \n \n\n\n \n Sanchez, C. S.; Tudoran, R.; Hassan, M. A. H.; Bortoli, S.; Brasche, G.; Baumbach, J.; and Axenie, C.\n\n\n \n\n\n\n In
2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA), pages 1480–1485, 2019. IEEE\n
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@inproceedings{sanchez2019online,\n title={An Online Incremental Clustering Framework for Real-Time Stream Analytics},\n author={Sanchez, Carlos Salort and Tudoran, Radu and Hassan, Mohamad Al Hajj and Bortoli, Stefano and Brasche, Goetz and Baumbach, Jan and Axenie, Cristian},\n booktitle={2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA)},\n pages={1480--1485},\n year={2019},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_19.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n SPICE: Streaming PCA Fault Identification and Classification Engine in Predictive Maintenance.\n \n \n \n \n\n\n \n Axenie, C.; Tudoran, R.; Bortoli, S.; Hassan, M. A. H.; Wieder, A.; and Brasche, G.\n\n\n \n\n\n\n In
Joint European Conference on Machine Learning and Knowledge Discovery in Databases, pages 333–344, 2019. Springer, Cham\n
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@inproceedings{axenie2019spice,\n title={SPICE: Streaming PCA Fault Identification and Classification Engine in Predictive Maintenance},\n author={Axenie, Cristian and Tudoran, Radu and Bortoli, Stefano and Hassan, Mohamad Al Hajj and Wieder, Alexander and Brasche, Goetz},\n booktitle={Joint European Conference on Machine Learning and Knowledge Discovery in Databases},\n pages={333--344},\n year={2019},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_23.pdf}\n}\n\n
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\n \n 2018\n \n \n (5)\n \n \n
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\n\n \n \n \n \n \n \n Neuromorphic sensorimotor adaptation for robotic mobile manipulation: From sensing to behaviour.\n \n \n \n \n\n\n \n Mirus, F.; Axenie, C.; Stewart, T. C; and Conradt, J.\n\n\n \n\n\n\n
Cognitive Systems Research, 50: 52–66. 2018.\n
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@article{mirus2018neuromorphic,\n title={Neuromorphic sensorimotor adaptation for robotic mobile manipulation: From sensing to behaviour},\n author={Mirus, Florian and Axenie, Cristian and Stewart, Terrence C and Conradt, J{\\"o}rg},\n journal={Cognitive Systems Research},\n volume={50},\n pages={52--66},\n year={2018},\n publisher={Elsevier},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_43.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n FPGA-based Hardware Accelerator for an Embedded Factor Graph with Configurable Optimization.\n \n \n \n \n\n\n \n Sugiarto, I.; Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n
Journal of Circuits, Systems, and Computers. 2018.\n
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@article{sugiarto2018fpga,\n title={FPGA-based Hardware Accelerator for an Embedded Factor Graph with Configurable Optimization},\n author={Sugiarto, Indar and Axenie, Cristian and Conradt, Jorg},\n journal={Journal of Circuits, Systems, and Computers},\n year={2018},\n publisher={World Scientific Publishing Company},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_36.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Moira: A goal-oriented incremental machine learning approach to dynamic resource cost estimation in distributed stream processing systems.\n \n \n \n \n\n\n \n Foroni, D.; Axenie, C.; Bortoli, S.; Al Hajj Hassan, M.; Acker, R.; Tudoran, R.; Brasche, G.; and Velegrakis, Y.\n\n\n \n\n\n\n In
Proceedings of the International Workshop on Real-Time Business Intelligence and Analytics, VLDB2018, pages 1–10, 2018. \n
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@inproceedings{foroni2018moira,\n title={Moira: A goal-oriented incremental machine learning approach to dynamic resource cost estimation in distributed stream processing systems},\n author={Foroni, Daniele and Axenie, Cristian and Bortoli, Stefano and Al Hajj Hassan, Mohamad and Acker, Ralph and Tudoran, Radu and Brasche, Goetz and Velegrakis, Yannis},\n booktitle={Proceedings of the International Workshop on Real-Time Business Intelligence and Analytics, VLDB2018},\n pages={1--10},\n year={2018},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_16.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n STARLORD: sliding window temporal accumulate-retract learning for online reasoning on datastreams.\n \n \n \n \n\n\n \n Axenie, C.; Tudoran, R.; Bortoli, S.; Hassan, M. A. H.; Foroni, D.; and Brasche, G.\n\n\n \n\n\n\n In
2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA), pages 1115–1122, 2018. IEEE\n
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@inproceedings{axenie2018starlord,\n title={STARLORD: sliding window temporal accumulate-retract learning for online reasoning on datastreams},\n author={Axenie, Cristian and Tudoran, Radu and Bortoli, Stefano and Hassan, Mohamad Al Hajj and Foroni, Daniele and Brasche, Goetz},\n booktitle={2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA)},\n pages={1115--1122},\n year={2018},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_38.pdf}\n}\n\n
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\n \n 2016\n \n \n (4)\n \n \n
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\n\n \n \n \n \n \n \n From adaptive reasoning to cognitive factory: Bringing cognitive intelligence to manufacturing technology.\n \n \n \n \n\n\n \n Sugiarto, I.; Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n
International Journal of Industrial Research and Applied Engineering, 1(1): 1–10. 2016.\n
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@article{sugiarto2016adaptive,\n title={From adaptive reasoning to cognitive factory: Bringing cognitive intelligence to manufacturing technology},\n author={Sugiarto, Indar and Axenie, Cristian and Conradt, J{\\"o}rg},\n journal={International Journal of Industrial Research and Applied Engineering},\n volume={1},\n number={1},\n pages={1--10},\n year={2016},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_14.pdf}\n}\n\n\n
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\n\n \n \n \n \n \n \n Context-Aware Computing : From Neuroscience to Mobile Devices.\n \n \n \n \n\n\n \n Gross, M.; Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n 2016.\n
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@misc{gross2016context,\n title={Context-Aware Computing : From Neuroscience to Mobile Devices},\n author={Gross, Mathieu and Axenie, Cristian and Conradt, Jorg},\n journal={https://tum.neurocomputing.systems/fileadmin/w00bqs/www/publications/as/2015WS-HS-contextAwareComputing.pdf},\n number={Technische Universit{\\"a}t M{\\"u}nchen Report},\n year={2016},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_4.pdf}\n}\n\n
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\n \n 2015\n \n \n (3)\n \n \n
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\n\n \n \n \n \n \n \n Cognitive maps for indirect coordination of intelligent agents.\n \n \n \n \n\n\n \n Susnea, I.; and Axenie, C.\n\n\n \n\n\n\n
Studies in Informatics and Control, 24(1): 111–118. 2015.\n
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@article{susnea2015cognitive,\n title={Cognitive maps for indirect coordination of intelligent agents},\n author={Susnea, Ioan and Axenie, Cristian},\n journal={Studies in Informatics and Control},\n volume={24},\n number={1},\n pages={111--118},\n year={2015},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_20.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Learning sensory correlations for 3D egomotion estimation.\n \n \n \n \n\n\n \n Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n In
Conference on Biomimetic and Biohybrid Systems, pages 329–338, 2015. Springer, Cham\n
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@inproceedings{axenie2015learning,\n title={Learning sensory correlations for 3D egomotion estimation},\n author={Axenie, Cristian and Conradt, J{\\"o}rg},\n booktitle={Conference on Biomimetic and Biohybrid Systems},\n pages={329--338},\n year={2015},\n organization={Springer, Cham},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_24.pdf}\n}\n\n
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\n \n 2014\n \n \n (1)\n \n \n
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\n\n \n \n \n \n \n \n UAV Sound Source Localization.\n \n \n \n \n\n\n \n Hausamann, P.; Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n 2014.\n
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@misc{hausamann2014uav,\n title={UAV Sound Source Localization},\n author={Hausamann, Peter and Axenie, Cristian and Conradt, Jorg},\n journal={https://tum.neurocomputing.systems/fileadmin/w00bqs/www/publications/pp/2013WS-PP-DroneSoundLocalization.pdf},\n number={Technische Universit{\\"a}t M{\\"u}nchen Report},\n year={2014},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_3.pdf}\n}\n\n
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\n \n 2013\n \n \n (1)\n \n \n
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\n \n 2012\n \n \n (1)\n \n \n
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\n\n \n \n \n \n \n \n Quadrocopter stabilization using neuromorphic Embedded Dynamic Vision Sensors (eDVS).\n \n \n \n \n\n\n \n Bergner, F.; Axenie, C.; and Conradt, J.\n\n\n \n\n\n\n 2012.\n
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@misc{bergner2012quadrocopter,\n title={Quadrocopter stabilization using neuromorphic Embedded Dynamic Vision Sensors (eDVS)},\n author={Bergner, Florian and Axenie, Cristian and Conradt, Jorg},\n journal={https://tum.neurocomputing.systems/fileadmin/w00bqs/www/publications/idp-fp/2012-FP-DVSOpticFlowDrone.pdf},\n number={Technische Universit{\\"a}t M{\\"u}nchen Report},\n year={2012},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_44.pdf}\n}\n\n
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\n \n 2011\n \n \n (1)\n \n \n
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\n\n \n \n \n \n \n \n Environment mapping for limited sensor mobile robots.\n \n \n \n \n\n\n \n Axenie, C.\n\n\n \n\n\n\n Master's thesis, University of Galati, 2011.\n
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@mastersthesis{axenie2011mapping,\n title={Environment mapping for limited sensor mobile robots},\n author={Axenie, Cristian},\n year={2011},\n school={University of Galati},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_MasterThesis.pdf},\n url_Slides = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_MasterThesis_Report.pdf}\n}\n\n
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\n \n 2010\n \n \n (4)\n \n \n
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\n\n \n \n \n \n \n \n A new approach in mobile robot fault tolerant control: Minimizing costs and extending functionality.\n \n \n \n \n\n\n \n Axenie, C.\n\n\n \n\n\n\n
WSEAS Transactions in Systems and Control, 5: 205–216. 2010.\n
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@article{axenie2010new,\n title={A new approach in mobile robot fault tolerant control: Minimizing costs and extending functionality},\n author={Axenie, Cristian},\n journal={WSEAS Transactions in Systems and Control},\n volume={5},\n pages={205--216},\n year={2010},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_1.pdf}\n}\n\n
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\n\n \n \n \n \n \n \n Mobile robot fault tolerant control introducing ARTEMIC.\n \n \n \n \n\n\n \n Axenie, C.; and Cernega, D.\n\n\n \n\n\n\n In
2010 2nd International Conference on Education Technology and Computer, volume 5, pages V5–6, 2010. IEEE\n
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@inproceedings{axenie2010mobile,\n title={Mobile robot fault tolerant control introducing ARTEMIC},\n author={Axenie, Cristian and Cernega, Daniela},\n booktitle={2010 2nd International Conference on Education Technology and Computer},\n volume={5},\n pages={V5--6},\n year={2010},\n organization={IEEE},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_Publication_29.pdf}\n}\n\n
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\n \n 2009\n \n \n (1)\n \n \n
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\n\n \n \n \n \n \n \n Mobile Robot Fault Tolerant Control, BSc Thesis, University of Galati.\n \n \n \n \n\n\n \n Axenie, C.\n\n\n \n\n\n\n 2009.\n
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@misc{axenie2009faults,\n title={Mobile Robot Fault Tolerant Control, BSc Thesis, University of Galati},\n author={Axenie, Cristian},\n year={2009},\n url_Paper = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_BachelorThesis.pdf},\n url_Slides = {https://github.com/caxenie/cristianaxenie.github.io/raw/master/files/CristianAxenie_BachelorThesis_Report.pdf}\n}\n\n
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\n \n 2007\n \n \n (1)\n \n \n
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