Publications: Learning in Multi-Agent Systems

2012

Mihaylov, M. (2012). Decentralized Coordination in Multi-Agent Systems. Ph.D. thesis at Vrije Universiteit Brussel. Vrije Universiteit Brussel, Brussels.
PDF icon Mihaylov_phd.pdf (4.21 MB)
Brys, T., De Hauwere, Y. - M., Nowé, A., & Vrancx, P.. (2012). Local Coordination in Online Distributed Constraint Optimization Problems. In Lecture Notes in Computer Science (Vol. 7541, pp. 31-47). Springer.
PDF icon BrysEtAl.pdf (840.6 KB)
De Hauwere, Y. - M., Devlin, S., Kudenko, D., & Nowé, A.. (2012). Context sensitive reward shaping in a loosely coupled multi-agent system. In the AAMAS Workshop on Adaptive and Learning Agents. Valencia, Spain.
Mihaylov, M., Le Borgne, Y. - A., Tuyls, K., & Nowé, A.. (2012). Decentralised reinforcement learning for energy-efficient scheduling in wireless sensor networks. International Journal of Communication Networks and Distributed Systems, 9, 207–224.
PDF icon mihaylov_etal_ijcnds2012.pdf (667.49 KB)
Brys, T., De Hauwere, Y. - M., De Cock, M., & Nowé, A.. (2012). Solving Satisfiability in Fuzzy Logics with Evolution Strategies. In Proceedings of the 31st Annual North American Fuzzy Information Processing Society Meeting. Berkeley, USA: IEEE.
PDF icon 46.pdf (1 MB)

2011

Catteeuw, D., & Manderick, B.. (2011). Heterogeneous Populations of Learning Agents in the Minority Game. Adaptive and Learning Agents, LNCS, 7113, 100–113.
Martinez, Y., Nowé, A., Suarez, J., & Bello, R.. (2011). A Reinforcement Learning Approach fot the Flexible Job Shop Scheduling Problem. 5th International Conference on Learning and Intelligent Optimization (LION5). Lecture Notes in Computer Science, Springer.
Martinez, Y., Nowé, A., Suárez, J., & Bello, R.. (2011). A Reinforcement Learning Approach for the Flexible Job Shop Scheduling Problem. Proceedings of the fifth International Conference on Learning and Intelligent Optimization(LION5). Lecture Notes in Computer Science, 6683, 253–262.
Martinez, Y., Nowé, A., Suarez, J., & Bello, R.. (2011). Solution to the Flexible Job Shop Scheduling Problem using Reinforcement Learning. In Proceedings of the 14th International Convention and Fair Informatica 2011. Havana, Cuba.
Mihaylov, M., Le Borgne, Y. - A., Tuyls, K., & Nowé, A.. (2011). Distributed Cooperation in Wireless Sensor Networks. In Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011). Taipei, Taiwan.
PDF icon mihaylov_etal_aamas2011.pdf (835.84 KB)
Brys, T., De Hauwere, Y. - M., Nowé, A., & Vrancx, P.. (2011). Local Coordination in Online Distributed Constraint Optimization Problems. In The 9th European Workshop on Multi-Agent Systems. Maastricht, The Netherlands.

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