Articles liés à Markov Decision Processes with Their Applications

Markov Decision Processes with Their Applications - Couverture rigide

Livre 9 sur 38: Advances in Mechanics and Mathematics

Hu, Qiying; Yue, Wuyi

 
9780387369501: Markov Decision Processes with Their Applications
Couverture rigide
ISBN 10 : 0387369503 ISBN 13 : 9780387369501
Editeur : Springer-Verlag New York Inc., 2007

Synopsis

MDPs have been applied in many areas, such as communications, signal processing, artificial intelligence, stochastic scheduling and manufacturing systems, discrete event systems, management and economies. This book examines MDPs and their applications in the optimal control of discrete event systems (DESs), optimal replacement, and optimal allocations in sequential online auctions. The book presents three main topics: a new methodology for MDPs with discounted total reward criterion; transformation of continuous-time MDPs and semi-Markov decision processes into a discrete-time MDPs model, thereby simplifying the application of MDPs; application of MDPs in stochastic environments, which greatly extends the area where MDPs can be applied. Each topic is used to study optimal control problems or other types of problems.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer-Verlag New York Inc.
Date d'édition
2007
Langue
anglais
ISBN 10 
0387369503
ISBN 13 
9780387369501
Reliure
Relié
Nombre de pages
312
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