Frans A. Oliehoek,
Christopher Amato
Springer International Publishing
e druk, 2016
9783319289274
A Concise Introduction to Decentralized POMDPs
Specificaties
Paperback, blz.
|
Engels
Springer International Publishing |
e druk, 2016
ISBN13: 9783319289274
Rubricering
Onderdeel van serie
SpringerBriefs in Intelligent Systems
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9783319289274
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Hoofdrubriek:Automatisering algemeen, Computer en informatica
Inhoudsopgave
Multiagent Systems Under Uncertainty.- The Decentralized POMDP Framework.- Finite-Horizon Dec-POMDPs.- Exact Finite-Horizon Planning Methods.- Approximate and Heuristic Finite-Horizon Planning Methods.- Infinite-Horizon Dec-POMDPs.- Infinite-Horizon Planning Methods: Discounted Cumulative Reward.- Infinite-Horizon Planning Methods: Average Reward.- Further Topics.