| 000 -LEADER |
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| fixed length control field |
04413nam a22005415i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| ISBN |
9783540330592 |
| -- |
978-3-540-33059-2 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
006.3 |
| 245 10 - TITLE STATEMENT |
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| Title |
Learning and Adaption in Multi-Agent Systems |
| Sub Title |
First International Workshop, LAMAS 2005, Utrecht, The Netherlands, July 25, 2005, Revised Selected Papers / |
| Statement of responsibility, etc |
edited by Karl Tuyls, Pieter Jan’t Hoen, Katja Verbeeck, Sandip Sen. |
| 260 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Place of publication |
Berlin, Heidelberg : |
| Name of publisher |
Springer Berlin Heidelberg, |
| Year of publication |
2006. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Number of Pages |
X, 217 p. Also available online. |
| Other physical details |
online resource. |
| 490 1# - SERIES STATEMENT |
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| Series statement |
Lecture Notes in Computer Science, |
| 505 0# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
An Overview of Cooperative and Competitive Multiagent Learning -- Multi-robot Learning for Continuous Area Sweeping -- Learning Automata as a Basis for Multi Agent Reinforcement Learning -- Learning Pareto-optimal Solutions in 2x2 Conflict Games -- Unifying Convergence and No-Regret in Multiagent Learning -- Implicit Coordination in a Network of Social Drivers: The Role of Information in a Commuting Scenario -- Multiagent Traffic Management: Opportunities for Multiagent Learning -- Dealing with Errors in a Cooperative Multi-agent Learning System -- The Success and Failure of Tag-Mediated Evolution of Cooperation -- An Adaptive Approach for the Exploration-Exploitation Dilemma and Its Application to Economic Systems -- Efficient Reward Functions for Adaptive Multi-rover Systems -- Multi-agent Relational Reinforcement Learning -- Multi-type ACO for Light Path Protection. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc |
This book contains selected and revised papers of the International Workshop on Lea- ing and Adaptation in Multi-Agent Systems (LAMAS 2005), held at the AAMAS 2005 Conference in Utrecht, The Netherlands, July 26. An important aspect in multi-agent systems (MASs) is that the environment evolves over time, not only due to external environmental changes but also due to agent int- actions. For this reason it is important that an agent can learn, based on experience, and adapt its knowledge to make rational decisions and act in this changing environment autonomously. Machine learning techniques for single-agent frameworks are well established. Agents operate in uncertain environments and must be able to learn and act - tonomously. This task is, however, more complex when the agent interacts with other agents that have potentially different capabilities and goals. The single-agent case is structurally different from the multi-agent case due to the added dimension of dynamic interactions between the adaptive agents. Multi-agent learning, i.e., the ability of the agents to learn how to cooperate and compete, becomes crucial in many domains. Autonomous agents and multi-agent systems (AAMAS) is an emerging multi-disciplinary area encompassing computer science, software engineering, biology, as well as cognitive and social sciences. A t- oretical framework, in which rationality of learning and interacting agents can be - derstood, is still under development in MASs, although there have been promising ?rst results. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer science. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer Communication Networks. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Artificial intelligence. |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer Science. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Artificial Intelligence (incl. Robotics). |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer Communication Networks. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Tuyls, Karl. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Hoen, Pieter Jan’t. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Verbeeck, Katja. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Sen, Sandip. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
http://dx.doi.org/10.1007/11691839 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Koha item type |
E-BOOKS |
| 264 #1 - |
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Berlin, Heidelberg : |
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Springer Berlin Heidelberg, |
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2006. |
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text |
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rdacontent |
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computer |
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rdamedia |
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online resource |
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cr |
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rdacarrier |
| 347 ## - |
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text file |
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PDF |
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rda |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
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0302-9743 ; |
