Markov Decision Processes in Artificial Intelligence

Markov Decision Processes in Artificial Intelligence pdf epub mobi txt 电子书 下载 2025

出版者:
作者:Sigaud, Olivier; Buffet, Olivier;
出品人:
页数:480
译者:
出版时间:2010-3
价格:£ 102.00
装帧:
isbn号码:9781848211674
丛书系列:
图书标签:
  • 运筹学 
  • 数学 
  • 教材 
  • 动态规划 
  • 优化 
  •  
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Markov Decision Processes (MDPs) are a mathematical framework for modeling sequential decision problems under uncertainty as well as Reinforcement Learning problems. Written by experts in the field, this book provides a global view of current research using MDPs in Artificial Intelligence. It starts with an introductory presentation of the fundamental aspects of MDPs (planning in MDPs, Reinforcement Learning, Partially Observable MDPs, Markov games and the use of non-classical criteria). Then it presents more advanced research trends in the domain and gives some concrete examples using illustrative applications.

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