Alexey Piunovskiy

(Author)

Continuous-Time Markov Decision Processes: Borel Space Models and General Control Strategies (2020)Paperback - 2020, 11 November 2021

Continuous-Time Markov Decision Processes: Borel Space Models and General Control Strategies (2020)
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Part of Series
Probability Theory and Stochastic Modelling
Print Length
583 pages
Language
English
Publisher
Springer
Date Published
11 Nov 2021
ISBN-10
3030549895
ISBN-13
9783030549893

Description

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.

Product Details

Authors:
Alexey PiunovskiyYi Zhang
Book Edition:
2020
Book Format:
Paperback
Country of Origin:
NL
Date Published:
11 November 2021
Dimensions:
23.39 x 15.6 x 3.12 cm
ISBN-10:
3030549895
ISBN-13:
9783030549893
Language:
English
Location:
Cham
Pages:
583
Publisher:
Weight:
839.15 gm

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