A Concise Introduction to Decentralized POMDPs
tarafından
Oliehoek, Frans A. author.
Başlık
:
A Concise Introduction to Decentralized POMDPs
Yazar
:
Oliehoek, Frans A. author.
ISBN
:
9783319289298
Yazar
:
Oliehoek, Frans A. author.
Fiziksel Niteleme
:
XX, 134 p. 36 illus., 22 illus. in color. online resource.
Seri
:
SpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,
İçindekiler
:
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.
Özet
:
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. .
Konu Başlığı
:
Computer science.
Artificial intelligence.
Mathematical optimization.
Control engineering.
Robotics.
Mechatronics.
Artificial Intelligence (incl. Robotics).
Control, Robotics, Mechatronics.
Optimization.
Yazar Ek Girişi
:
Amato, Christopher.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
| Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
|---|
| Electronic Book | 17306-1001 | Q334 -342 | Springer E-Book Collection |