A Concise Introduction to Decentralized POMDPs / / by Frans A. Oliehoek, Christopher Amato
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| Autore: |
Oliehoek Frans A
|
| Titolo: |
A Concise Introduction to Decentralized POMDPs / / by Frans A. Oliehoek, Christopher Amato
|
| Pubblicazione: | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
| Edizione: | 1st ed. 2016. |
| Descrizione fisica: | 1 online resource (146 p.) |
| Disciplina: | 658.403 |
| Soggetto topico: | Artificial intelligence |
| Control engineering | |
| Robotics | |
| Mechatronics | |
| Mathematical optimization | |
| Artificial Intelligence | |
| Control, Robotics, Mechatronics | |
| Optimization | |
| Persona (resp. second.): | AmatoChristopher |
| Note generali: | Description based upon print version of record. |
| Nota di bibliografia: | Includes bibliographical references. |
| Nota di contenuto: | 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. |
| Sommario/riassunto: | 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. . |
| Titolo autorizzato: | A Concise Introduction to Decentralized POMDPs |
| ISBN: | 3-319-28929-2 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910255017203321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
SpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics, . 2196-548X