Publications
2021 (3)Nikbakht R, Jonsson A, Lozano A. Unsupervised Learning for C-RAN Power Control and Power Allocation. IEEE Wireless Communications Letters 2021; 25(3): 687-691. |
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Nikbakht R, Jonsson A, Lozano A. Unsupervised Learning for Cellular Power Control. IEEE Wireless Communications Letters 2021; 25(3): 682-686. |
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Nikbakht R, Jonsson A, Lozano A. Unsupervised Learning for Parametric Optimization. IEEE Wireless Communications Letters 2021; 25(3): 678-681. |
2020 (15)Nunes, Cecilia; Langet H; De Craene, M; Vanoverschelde, JL; Gerber, BLM; Camara Oscar; Jonsson, Anders; Bijnens, Bart. 622 Predicting post-intervention survival improvement in aortic stenosis through interpretable machine learning. European Heart Journal Cardiovascular Imaging 2020; 21(1): 329-330. |
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Wilhelmi, Francesc; Barrachina-Muñoz, Sergio; Bellalta, Boris; Cano, Cristina; Jonsson, Anders; Ram, Vishnu. A Flexible Machine-Learning-Aware Architecture for Future WLANs. IEEE Communications Magazine 2020; 58(3): 25-31. |
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Kaufmann, Emilie; Ménard, Pierre; Domingues,Darwiche; Jonsson, Anders; Leurent, Edouard; Valko, Michal. Adaptive Reward-Free Exploration. arXiv.org; 2020. |
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Nunes C, Langet H, De Craene M, Camara O, Bijnens B, Jonsson A. Decision tree learning for uncertain clinical measurements. IEEE Transactions on Knowledge and Data Engineering 2020; (16 january). |
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Ménard, Pierre; Domingues, Omar Darwiche; Jonsson, Anders; Kaufmann, Emilie; Leurent, Edouard; Valko, Michal. Fast active learning for pure exploration in reinforcement learning. arXiv.org; 2020. |
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Segovia-Aguas J, Jiménez S, Jonsson A. Generalized Planning with Positive and Negative Examples. Dins: AA. VV.. Proceedings AAAI 2020. 1 ed. Association for the Advancement of Artificial Intelligence; 2020. p. 9949-9956. |
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Steccanella L, Totaro S, Allonsius D, Jonsson A. Hierarchical reinforcement learning for efficent exploration and transfer. Dins: AA. VV.. Proceedings ICML 2020 Workshop LifelongML Blind Submission. 1 ed. Openreview.net; 2020. p. 1-9. |
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Furelos-Blanco, Daniel; Law, Mark; Russo, Alessandra; Broda, Krysia; Jonsson, Anders. Induction of subgoal automata for reinforcement learning. arXiv.org; 2020. |
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Furelos-Blanco D, Law,M, Russo A, Broda K, Jonsson A. Induction of Subgoal Automata for Reinforcement Learning.. Dins: AA. VV.. Proceedings AAAI 2020. 1 ed. Association for the Advancement of Artificial Intelligence; 2020. p. 3890-3897. |
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Nunes C, De Craene M, Langet H, Camara O, Jonsson A. Learning decision trees through Monte Carlo tree search: An empirical evaluation. WIREs data mining and knowledge discovery 2020; 10(3). |
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Totaro, Simone; Boukas, Ioannis; Jonsson, Anders; Cornélusse, Bertrand. Lifelong Control of Off-grid Microgrid with Model Based Reinforcement Learning. arXiv.org; 2020. |
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Jonsson A, Kaufmann E, Menard P, Darwiche -Domingues O, Leurent E, Valko V. Planning in Markov Decision Processes with Gap-Dependent Sample Complexity. Dins: Larochelle H, Ranzato M, Hadsell R, Balcan MF, Lin H. Proceedings of the 34th Conference on Neural Information Processing Systems (NeurIPS 2020). 1 ed. Neural Information Processing Systems Foundation; 2020. |
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Jonsson, Anders; Kaufmann, Emilie; Ménard, Pierre; Domingues, Darwiche Omar; Leurent, Edouard; Valko, Michal. Planning in markov decision processes with gap-dependent sample complexity. arXiv.org; 2020. |
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Nikbakht R, Jonsson A, Lozano A. Unsupervised-Learning Power Allocation for the Cell-Free Downlink. Dins: AA. VV.. Proceedings 2020 IEEE International Conference on Communications Workshops (ICC Workshops). 1 ed. Dublin: IEEE; 2020. p. 1-5. |
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Wilhelmi Roca, Francesc; Carrascosa Zamacois Marc; Cano Bastidas, Cristina; Jonsson, Anders; Ram, Vishnu; Bellalta Jimenez, Boris. Usage of Network Simulators in Machine-Learning-Assisted 5G/6G Networks . arXiv.org; 2020. |
2019 (13)Jiménez, Sergio; Segovia-Aguas, Javier; Jonsson, Anders. A review of generalized planning. Knowledge Engineering Review 2019; 34( ). |
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Wilhelmi F, Cano C, Neu G, Bellalta B, Jonsson A, Barrachina-Muñoz S. Collaborative spatial reuse in wireless networks via selfish multi-armed bandits. Ad hoc networks 2019; 88(129): 141-157. |