Multiagent Systems

Multiagent Systems pdf epub mobi txt 电子书 下载 2025

Yoav Shoham

Stanford University, California

Kevin Leyton-Brown

University of British Columbia, Vancouver

出版者:Cambridge University Press
作者:Yoav Shoham
出品人:
页数:504
译者:
出版时间:2008-12-15
价格:USD 65.00
装帧:Hardcover
isbn号码:9780521899437
丛书系列:
图书标签:
  • 博弈论 
  • AI 
  • MultiagentSystem 
  • GameTheory 
  • 计算机 
  • 经济学 
  • 演化博弈 
  • 机制设计 
  •  
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Multiagent systems combine multiple autonomous entities, each having diverging interests or different information. This overview of the field offers a computer science perspective, but also draws on ideas from game theory, economics, operations research, logic, philosophy and linguistics. It will serve as a reference for researchers in each of these fields, and be used as a text for advanced undergraduate or graduate courses. The authors emphasize foundations to create a broad and rigorous treatment of their subject, with thorough presentations of distributed problem solving, game theory, multiagent communication and learning, social choice, mechanism design, auctions, cooperative game theory, and modal logics of knowledge and belief. For each topic, basic concepts are introduced, examples are given, proofs of key results are offered, and algorithmic considerations are examined. An appendix covers background material in probability theory, classical logic, Markov decision processes and mathematical programming.

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中间若干讲game theory的章节是很好的入门学习材料

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囫囵吞枣,期末要考

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Multiagent的点在于能将reinforcement Learning和博弈论结合起来,但我觉得解决数学上的最优化,或者找equilibrium什么的都是走偏了,正确的描述比找到最有状态更有实际应用。另外方法论上需要革新,这里主流的方法还是线性规划那一套

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中间若干讲game theory的章节是很好的入门学习材料

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囫囵吞枣,期末要考

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