Finite Approximations in Discrete-Time Stochastic Control

Finite Approximations in Discrete-Time Stochastic Control

EnglishHardbackPrint on demand
Saldi, Naci
Springer, Berlin
EAN: 9783319790329
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Detailed information

In a unified form, this monograph presents fundamental results on the approximation of centralized and decentralized stochastic control problems, with uncountable state, measurement, and action spaces. It demonstrates how quantization provides a system-independent and constructive method for the reduction of a system with Borel spaces to one with finite state, measurement, and action spaces. In addition to this constructive view, the book considers both the information transmission approach for discretization of actions, and the computational approach for discretization of states and actions. Part I of the text discusses Markov decision processes and their finite-state or finite-action approximations, while Part II builds from there to finite approximations in decentralized stochastic control problems. 
This volume is perfect for researchers and graduate students interested in stochastic controls. With the tools presented, readers will be able to establish the convergence of approximation models to original models and the methods are general enough that researchers can build corresponding approximation results, typically with no additional assumptions.
EAN 9783319790329
ISBN 3319790323
Binding Hardback
Publisher Springer, Berlin
Publication date May 24, 2018
Pages 198
Language English
Dimensions 235 x 155
Country Switzerland
Readership Professional & Scholarly
Authors Linder, Tamas; Saldi, Naci; Yuksel, Serdar
Illustrations 6 Illustrations, black and white
Edition 1st ed. 2018
Series Systems & Control: Foundations & Applications
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