03335nam 22006615 450 991025501720332120200701143812.03-319-28929-210.1007/978-3-319-28929-8(CKB)3710000000718245(EBL)4537987(DE-He213)978-3-319-28929-8(MiAaPQ)EBC4537987(PPN)194380351(EXLCZ)99371000000071824520160603d2016 u| 0engur|n|---|||||txtrdacontentcrdamediacrrdacarrierA Concise Introduction to Decentralized POMDPs /by Frans A. Oliehoek, Christopher Amato1st ed. 2016.Cham :Springer International Publishing :Imprint: Springer,2016.1 online resource (146 p.)SpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,2196-548XDescription based upon print version of record.3-319-28927-6 Includes bibliographical references.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.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. .SpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,2196-548XArtificial intelligenceControl engineeringRoboticsMechatronicsMathematical optimizationArtificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Control, Robotics, Mechatronicshttps://scigraph.springernature.com/ontologies/product-market-codes/T19000Optimizationhttps://scigraph.springernature.com/ontologies/product-market-codes/M26008Artificial intelligence.Control engineering.Robotics.Mechatronics.Mathematical optimization.Artificial Intelligence.Control, Robotics, Mechatronics.Optimization.658.403Oliehoek Frans Aauthttp://id.loc.gov/vocabulary/relators/aut950734Amato Christopherauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910255017203321A Concise Introduction to Decentralized POMDPs2149537UNINA