Adaptive Learning Agents: Second Workshop, ALA 2009, Held as Part of the AAMAS 2009 Conference in Budapest, Hungary, May 12, 2009. Revised Selected PapersMatthew Taylor, Karl Tuyls Springer, 25 feb 2010 - 154 pagina's ThisbookpresentsselectedandrevisedpapersoftheSecondWorkshoponAd- tive and Learning Agents 2009 (ALA-09), held at the AAMAS 2009 conference in Budapest, Hungary, May 12. The goalof ALA is to provide an interdisciplinaryforum for scientists from a variety of ?elds such as computer science, biology, game theory and economics. This year’s edition of ALA was the second after the merger of the former wo- shops ALAMAS and ALAg. In 2008 this joint workshop was organized for the ?rst time under the ?ag of both events. ALAMAS was a yearly returning Eu- pean workshop on adaptive and learning agents and multi-agent systems (held eight times). ALAg was the international workshop on adaptive and learning agents, which was usually held at AAMAS. To increase the strength, visibility and quality of the workshop it was decided to merge both workshops under the ?ag of ALA and to set up a Steering Committee as an organizational backbone. This book contains six papers presented during the workshop, which were carefully selected after an additional review round in the summer of 2009. We therefore wish to explicitly thank the members of the Program Committee for the quality and sincerity of their e?orts and service. Furthermore we would like to thank all the members of the senior Steering Committee for making this workshop possible and supporting it with sound advice. We also thank the AAMAS conference for providing us a platform for holding this event. Finally we also wish to thank all authors who responded to our call-for-papers with interesting contributions. |
Inhoudsopgave
1 | |
The Effects of Evolved Sociability in a Commons Dilemma | 33 |
An Orthogonal Approach | 49 |
Decentralized Learning in Wireless Sensor Networks | 60 |
Recursive Adaptation of Stepsize Parameter for Nonstationary Environments | 74 |
Multiagent Reinforcement Learning Model for the Emergence of Common Property and Transhumance in SubSaharan Africa | 91 |
Learning to Locate Trading Partners in Agent Networks | 107 |
Coordinating Learning Agents for Multiple Resource Job Scheduling | 123 |
141 | |
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Adaptive Learning Agents: Second Workshop, ALA 2009, Held as Part of the ... Matthew E. Taylor,Karl Tuyls Gedeeltelijke weergave - 2010 |
Adaptive and Learning Agents: Second Workshop, ALA 2009, Held as Part of the ... Matthew E. Taylor,Karl Tuyls Geen voorbeeld beschikbaar - 2010 |
Veelvoorkomende woorden en zinsdelen
abstraction actions adaptive agent interactions agent population agents learn Artificial Intelligence average changes Co-domain converge cooperation domain effect energy efficiency environment evolutionary evolutionary game theory example exchange model expected value exploration fluctuation function approximation global objective goal grid heterogeneous home territory iteration Keepaway latency learning agents learning algorithm LNAI load balancing Machine Learning Markov decision processes multi-agent multi-resource multiagent systems n-player games NewTies nodes objective function optimal outperform packet payoff performance player Prisoner’s Dilemma probability vectors problem production and exchange Q-learning Q-values queue RASP-MSE reinforcement learning replicator dynamics representation resource rewiring strategy RM agents scenario selection server shows simulation sociability gene source task standard deviation step stepsize parameter subtasks target task tion trading partners trajectories transfer Tuyls update usufructuary territories utility value function value xt variables Wargus Wireless Sensor Networks