Constrained Markov Decision Processes

Constrained Markov Decision Processes
Author: Eitan Altman
Publisher: Routledge
Total Pages: 256
Release: 2021-12-17
Genre: Mathematics
ISBN: 1351458248


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This book provides a unified approach for the study of constrained Markov decision processes with a finite state space and unbounded costs. Unlike the single controller case considered in many other books, the author considers a single controller with several objectives, such as minimizing delays and loss, probabilities, and maximization of throughputs. It is desirable to design a controller that minimizes one cost objective, subject to inequality constraints on other cost objectives. This framework describes dynamic decision problems arising frequently in many engineering fields. A thorough overview of these applications is presented in the introduction. The book is then divided into three sections that build upon each other.


Constrained Markov Decision Processes
Language: en
Pages: 256
Authors: Eitan Altman
Categories: Mathematics
Type: BOOK - Published: 2021-12-17 - Publisher: Routledge

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This book provides a unified approach for the study of constrained Markov decision processes with a finite state space and unbounded costs. Unlike the single co
Constrained Markov Decision Processes
Language: en
Pages: 260
Authors: Eitan Altman
Categories: Mathematics
Type: BOOK - Published: 1999-03-30 - Publisher: CRC Press

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This book provides a unified approach for the study of constrained Markov decision processes with a finite state space and unbounded costs. Unlike the single co
Constrained Markov Decision Processes
Language: en
Pages: 115
Authors: E. Altman
Categories:
Type: BOOK - Published: 1995 - Publisher:

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Stochastic Processes, Finance And Control: A Festschrift In Honor Of Robert J Elliott
Language: en
Pages: 605
Authors: Samuel N Cohen
Categories: Mathematics
Type: BOOK - Published: 2012-08-10 - Publisher: World Scientific

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This book consists of a series of new, peer-reviewed papers in stochastic processes, analysis, filtering and control, with particular emphasis on mathematical f
Continuous-Time Markov Decision Processes
Language: en
Pages: 240
Authors: Xianping Guo
Categories: Mathematics
Type: BOOK - Published: 2009-09-18 - Publisher: Springer Science & Business Media

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Continuous-time Markov decision processes (MDPs), also known as controlled Markov chains, are used for modeling decision-making problems that arise in operation