Adaptive and learning agents : international workshop, ALA 2011, held at AAMAS 2011, Taipei, Taiwan, May 2, 2011, Revised selected papers

Annotation This volume constitutes the thoroughly refereed post-conference proceedings of the International Workshop on Adaptive and Learning Agents, ALA 2011, held at the 10th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2011, in Taipei, Taiwan, in May 2011. The 7 revised full papers presented together with 1 invited talk were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on single and multi-agent reinforcement learning, supervised multiagent learning, adaptation and learning in dynamic environments, learning trust and reputation, minority games and agent coordination Front Matter....Pages - Co-learning Segmentation in Marketplaces....Pages 1-20 Reinforcement Learning Transfer via Common Subspaces....Pages 21-36 A Convergent Multiagent Reinforcement Learning Approach for a Subclass of Cooperative Stochastic Games....Pages 37-53 Multi-agent Reinforcement Learning for Simulating Pedestrian Navigation....Pages 54-69 Leveraging Domain Knowledge to Learn Normative Behavior: A Bayesian Approach....Pages 70-84 Basis Function Discovery Using Spectral Clustering and Bisimulation Metrics....Pages 85-99 Heterogeneous Populations of Learning Agents in the Minority Game....Pages 100-113 Solving Sparse Delayed Coordination Problems in Multi-Agent Reinforcement Learning....Pages 114-133 Back Matter....Pages -