SpringerBriefs in Intelligent Systems

A Concise Introduction to Decentralized POMDPs

Authors: Oliehoek, Frans A., Amato, Christopher

  • First book dedicated to this topic
  • Suitable for researchers and graduate students in AI
  • Assumes prior familiarity with agents, probability, and game theory
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eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-319-28929-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $69.99
price for USA in USD
  • ISBN 978-3-319-28927-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book introduces multiagent planning under uncertainty as formalized by decentralized partially observable Markov decision processes (Dec-POMDPs). The intended audience is researchers and graduate students working in the fields of artificial intelligence related to sequential decision making: reinforcement learning, decision-theoretic planning for single agents, classical multiagent planning, decentralized control, and operations research. 

Table of contents (9 chapters)

  • Multiagent Systems Under Uncertainty

    Oliehoek, Frans A. (et al.)

    Pages 1-9

  • The Decentralized POMDP Framework

    Oliehoek, Frans A. (et al.)

    Pages 11-32

  • Finite-Horizon Dec-POMDPs

    Oliehoek, Frans A. (et al.)

    Pages 33-40

  • Exact Finite-Horizon Planning Methods

    Oliehoek, Frans A. (et al.)

    Pages 41-53

  • Approximate and Heuristic Finite-Horizon Planning Methods

    Oliehoek, Frans A. (et al.)

    Pages 55-67

Buy this book

eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-319-28929-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $69.99
price for USA in USD
  • ISBN 978-3-319-28927-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
A Concise Introduction to Decentralized POMDPs
Authors
Series Title
SpringerBriefs in Intelligent Systems
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
The Author(s)
eBook ISBN
978-3-319-28929-8
DOI
10.1007/978-3-319-28929-8
Softcover ISBN
978-3-319-28927-4
Series ISSN
2196-548X
Edition Number
1
Number of Pages
XX, 134
Number of Illustrations and Tables
14 b/w illustrations, 22 illustrations in colour
Topics