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Markov Decision Processes in Artificial Intelligence
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Type: BOOK - Published: 2013-03-04 - Publisher: John Wiley & Sons

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Markov Decision Processes (MDPs) are a mathematical framework for modeling sequential decision problems under uncertainty as well as reinforcement learning prob
Planning with Markov Decision Processes
Language: en
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Authors: Mausam
Categories: Computers
Type: BOOK - Published: 2012 - Publisher: Morgan & Claypool Publishers

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Provides a concise introduction to the use of Markov Decision Processes for solving probabilistic planning problems, with an emphasis on the algorithmic perspec
Markov Decision Processes
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Authors: Martin L. Puterman
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Type: BOOK - Published: 2014-08-28 - Publisher: John Wiley & Sons

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The Wiley-Interscience Paperback Series consists of selected books that have been made more accessible to consumers in an effort to increase global appeal and g
Reinforcement Learning
Language: en
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Authors: Marco Wiering
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Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environments and a computational methodology for finding
Constrained Markov Decision Processes
Language: en
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Authors: Eitan Altman
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Type: BOOK - Published: 2021-12-17 - Publisher: Routledge

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This book provides a unified approach for the study of constrained Markov decision processes with a finite state space and unbounded costs. Unlike the single co