Continuous-Time Markov Decision Processes

Continuous-Time Markov Decision Processes

AngličtinaPevná vazbaTisk na objednávku
Piunovskiy, Alexey
Springer, Berlin
EAN: 9783030549862
Tisk na objednávku
Předpokládané dodání v pátek, 3. ledna 2025
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Podrobné informace

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
Typ produktu Pevná vazba
Vydavatel Springer, Berlin
Datum vydání 10. listopadu 2020
Stránky 583
Jazyk English
Rozměry 235 x 155
Země Switzerland
Autoři Piunovskiy, Alexey; Zhang Yi
Ilustrace 3 Illustrations, color; 7 Illustrations, black and white; XXIV, 583 p. 10 illus., 3 illus. in color.
Edice 1st ed. 2020
Série Probability Theory and Stochastic Modelling