Continuous-Time Markov Decision Processes

Continuous-Time Markov Decision Processes

EnglishHardbackPrint on demand
Piunovskiy, Alexey
Springer, Berlin
EAN: 9783030549862
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Detailed information

This book offers a systematic and rigorous treatment of continuous-time Markov decision processes, covering both theory and possible applications to queueing systems, epidemiology, finance, and other fields. Unlike most books on the subject, much attention is paid to problems with functional constraints and the realizability of strategies.

Three major methods of investigations are presented, based on dynamic programming, linear programming, and reduction to discrete-time problems. Although the main focus is on models with total (discounted or undiscounted) cost criteria, models with average cost criteria and with impulsive controls are also discussed in depth.

The book is self-contained. A separate chapter is devoted to Markov pure jump processes and the appendices collect the requisite background on real analysis and applied probability. All the statements in the main text are proved in detail.

Researchers and graduate students in applied probability, operational research, statistics and engineering will find this monograph interesting, useful and valuable.  

EAN 9783030549862
ISBN 3030549860
Binding Hardback
Publisher Springer, Berlin
Publication date November 10, 2020
Pages 583
Language English
Dimensions 235 x 155
Country Switzerland
Authors Piunovskiy, Alexey; Zhang Yi
Illustrations 3 Illustrations, color; 7 Illustrations, black and white
Edition 2020 ed.
Series Probability Theory and Stochastic Modelling
Manufacturer information
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