Adaption and learning in multi-agent systems : IJCAI '95 workshop, Montréal, Canada, August 21, 1995 : proceedings

Gerhard Weiß, Sandip Sen, (eds.)

This book is based on the workshop on Adaptation and Learning in Multi-Agent Systems, held in conjunction with the International Joint Conference on Artificial Intelligence, IJCAI'95, in Montreal, Canada in August 1995. The 14 thoroughly reviewed revised papers reflect the whole scope of current aspects in the field: they describe and analyze, both experimentally and theoretically, new learning and adaption approaches for situations in which several agents have to cooperate or compete. Also included, and aimed at the novice reader, are a comprehensive introductory survey on the area with 154 references listed and a subject index. As the first book solely devoted to this area, this volume documents the state of the art and is thus indispensable for anyone active or interested in the field.

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  • Adaptation and learning in multi-agent systems: Some remarks and a bibliography.- Refinement in agent groups.- Opponent modeling in multi-agent systems.- A multi-agent environment for department of defense distribution.- Mutually supervised learning in multiagent systems.- A framework for distributed reinforcement learning.- Evolving behavioral strategies in predators and prey.- To learn or not to learn ...- A user-adaptive interface agency for interaction with a virtual environment.- Learning in multi-robot systems.- Learn your opponent's strategy (in polynomial time)!.- Learning to reduce communication cost on task negotiation among multiple autonomous mobile robots.- On multiagent Q-learning in a semi-competitive domain.- Using reciprocity to adapt to others.- Multiagent coordination with learning classifier systems.

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書名 Adaption and learning in multi-agent systems : IJCAI '95 workshop, Montréal, Canada, August 21, 1995 : proceedings
著作者等 International Joint Conference on Artificial Intelligence
Sen, Sandip
Weiss, Gerhard
シリーズ名 Lecture notes in computer science
出版元 Springer-Verlag
刊行年月 c1996
ページ数 x, 238 p.
大きさ 24 cm
ISBN 3540609237
NCID BA27308576
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言語 英語
出版国 ドイツ