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Author ALA 2011 (2011 : Taipei, Taiwan)

Title Adaptive and learning agents : international workshop, ALA 2011, held at AAMAS 2011, Taipei, Taiwan, May 2, 2011, Revised selected papers / Peter Vrancx, Matthew Knudson, Marek Grześ (eds.)
Published Berlin ; New York : Springer, ©2012

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Description 1 online resource (133 pages)
Series Lecture notes in artificial intelligence ; 7113
Lecture notes in computer science, 0302-9743
Lecture notes in computer science. Lecture notes in artificial intelligence ; 7113
Lecture notes in computer science.
Contents Machine generated contents note: Invited Contribution -- Co-learning Segmentation in Marketplaces / Xin Yao -- Workshop Contributions -- Reinforcement Learning Transfer via Common Subspaces / Matthew E. Taylor -- Convergent Multiagent Reinforcement Learning Approach for a Subclass of Cooperative Stochastic Games / Hans Kleine Buning -- Multi-agent Reinforcement Learning for Simulating Pedestrian Navigation / Fernando Fernandez -- Leveraging Domain Knowledge to Learn Normative Behavior: A Bayesian Approach / Mihaela Ulieru -- Basis Function Discovery Using Spectral Clustering and Bisimulation Metrics / Doina Precup -- Heterogeneous Populations of Learning Agents in the Minority Game / Bernard Manderick -- Solving Sparse Delayed Coordination Problems in Multi-Agent Reinforcement Learning / Ann Nowe
Summary 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
Analysis Computer science
Computer network architectures
Computer Communication Networks
Computer software
Artificial intelligence
Computer simulation
Optical pattern recognition
Artificial Intelligence (incl. Robotics)
Algorithm Analysis and Problem Complexity
Pattern Recognition
Simulation and Modeling
Computer Systems Organization and Communication Networks
Bibliography Includes bibliographical references and author index
Subject Intelligent agents (Computer software) -- Congresses
Machine learning -- Congresses
Self-organizing systems -- Congresses
Informatique.
Intelligent agents (Computer software)
Machine learning.
Self-organizing systems.
Genre/Form Conference papers and proceedings.
Computer software.
Form Electronic book
Author Vrancx, Peter
Knudson, Matthew
Grześ, Marek
International Joint Conference on Autonomous Agents and Multiagent Systems (2011 : Taipei, Taiwan)
ISBN 9783642284991
364228499X
3642284981
9783642284984