Publications

Found 17 results
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2014
Brys, T., Van Moffaert, K., Nowé, A., & Taylor, M. E.. (2014). Adaptive Objective Selection for Correlated Objectives in Multi-Objective Reinforcement Learning. In 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2014).
PDF icon 2014AAMAS.pdf (182.14 KB)
Van Moffaert, K., Drugan, M. M., & Nowé, A.. (2014). Learning Sets of Pareto Optimal Policies. In Thirteenth International Conference on Autonomous Agents and Multiagent Systems - Adaptive Learning Agents Workshop (ALA). presented at the May.
Van Moffaert, K., Van Vaerenbergh, K., Vrancx, P., & Nowé, A.. (2014). Multi-Objective X-Armed Bandits. In In Proceedings of the 2014 IEEE World Congress on Computational Intelligence. presented at the July.
PDF icon camera_ready.pdf (2.67 MB)
Van Moffaert, K., Brys, T., Chandra, A., Esterle, L., Lewis, P., & Nowé, A.. (2014). A Novel Adaptive Weight Selection Algorithm for Multi-Objective Multi-Agent Reinforcement Learning. In In Proceedings of the 2014 IEEE World Congress on Computational Intelligence. presented at the July.
PDF icon kvmoffae_wcci final.pdf (4.16 MB)
2013
Brys, T., Van Moffaert, K., Van Vaerenbergh, K., & Nowé, A.. (2013). On the Behaviour of Scalarization Methods for the Engagement of a Wet Clutch. In Proceedings of the 12th International Conference on Machine Learning and Applications (ICMLA 2013). Miami, Florida, USA: IEEE.
PDF icon brys_icmla_13.pdf (1.78 MB)
Van Moffaert, K., Drugan, M. M., & Nowé, A.. (2013). Hypervolume-based Multi-Objective Reinforcement Learning. Lecture Notes in Computer Science, Evolutionary Multi-Criterion Optimization (EMO 2013).
PDF icon EMO_2013_1.pdf (520 KB)
Van Moffaert, K., De Hauwere, Y. - M., Vrancx, P., & Nowé, A.. (2013). Learning from Conflicting MDP and Human Reinforcements. In Interactive Machine Learning Workshop, International Conference On Intelligent User Interfaces (IUI 2013).
PDF icon imlw2013_van_moffaert.pdf (69.06 KB)
Van Moffaert, K., Drugan, M. M., & Nowé, A.. (2013). Multi-Objective Reinforcement Learning using Sets of Pareto Dominating Policies. In 22nd International Conference on Multiple Criteria Decision Making.
PDF icon paper.pdf (372.73 KB)
Van Moffaert, K., De Hauwere, Y. - M., Vrancx, P., & Nowé, A.. (2013). Reinforcement Learning for Multi-Purpose Schedules. In 5th International Conference on Agents and Artificial Intelligence, ICAART 2013.
PDF icon ICAART_2013.pdf (332.09 KB)
PDF icon adprl.pdf (1.01 MB)
Van Moffaert, K., Drugan, M. M., & Nowé, A.. (2013). Scalarized Multi-Objective Reinforcement Learning: Novel Design Techniques. 25th Benelux Conference on Artificial Intelligence. Delft, The Netherlands.
PDF icon abstract.pdf (209.41 KB)
2012
Van Moffaert, K., De Hauwere, Y. - M., Vrancx, P., & Nowé, A.. (2012). Adapting Control Policies to User Preferences. 5th International Workshop on Human-Friendly Robotics, HFR2012.
PDF icon hfr.pdf (73.45 KB)
Van Moffaert, K., De Hauwere, Y. - M., Vrancx, P., Nowé, A., & Jos W.H.M. Uiterwijk, Nico Roos,. (2012). Reinforcement Learning for Energy-Reducing Start-Up Schemes. In M. H. M. Winands, Proceedings of the 24th Benelux Conference on Artificial Intelligence. Maastricht, Netherlands.
PDF icon bnaic2012.pdf (286.86 KB)
2011
Van Moffaert, K., Mihaylov, M., Van Vreckem, B., & Nowé, A.. (2011). A Learning Approach to the School Bus Routing Problem. In P. De Causmaecker, Maervoet, J., Messelis, T., Verbeeck, K., & Vermeulen, T., Proceedings of the 23rd Benelux Conference on Artificial Intelligence (pp. 280–288). Ghent, Belgium.
PDF icon vanmoffaert_etal_bnaic2011 v1.pdf (347.55 KB)