Planning with Markov Decision Processes

Planning with Markov Decision Processes
Author: Mausam
Publisher: Morgan & Claypool Publishers
Total Pages: 213
Release: 2012
Genre: Computers
ISBN: 1608458865
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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 perspective. It covers the whole spectrum of the field, from the basics to state-of-the-art optimal and approximation algorithms.


Planning with Markov Decision Processes
Language: en
Pages: 213

Planning with Markov Decision Processes

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 in Artificial Intelligence
Language: en
Pages: 367

Markov Decision Processes in Artificial Intelligence

Authors: Olivier Sigaud
Categories: Technology & Engineering
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
Pages: 204

Planning with Markov Decision Processes

Authors: Mausam Natarajan
Categories: Computers
Type: BOOK - Published: 2022-06-01 - Publisher: Springer Nature

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Markov Decision Processes (MDPs) are widely popular in Artificial Intelligence for modeling sequential decision-making scenarios with probabilistic dynamics. Th
Markov Decision Processes in Practice
Language: en
Pages: 563

Markov Decision Processes in Practice

Authors: Richard J. Boucherie
Categories: Business & Economics
Type: BOOK - Published: 2017-03-10 - Publisher: Springer

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This book presents classical Markov Decision Processes (MDP) for real-life applications and optimization. MDP allows users to develop and formally support appro
Reinforcement Learning
Language: en
Pages: 653

Reinforcement Learning

Authors: Marco Wiering
Categories: Technology & Engineering
Type: BOOK - Published: 2012-03-05 - Publisher: Springer Science & Business Media

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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