Finite Approximations in Discrete-Time Stochastic Control
Springer International Publishing (Verlag)
978-3-030-07710-5 (ISBN)
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.
Introduction and Summary.- Part I: Finite Model Approximations in Stochastic Control.- Prelude to Part I.- Finite Action Approximation of Markov Decision Processes.- Finite-State Approximation of Markov Decision Processes.- Approximations for Partially Observed Markov Decision Processes.- Approximations for Constrained Markov Decision Problems.- Part II: Finite Model Approximations in Decentralized Stochastic Control.- Prelude to Part II.- Finite Model Approximations in Decentralized Stochastic Control.- Asymptotic Optimality of Finite Models for Specific Systems.- Index.- References.
"The book is very well written, with focus on clarity ... . material of this monograph is pretty advanced, the presentation style is very clear, compact and relatively easy to follow, but at the same time mathematically rigorous. The monograph is a good piece of work on a subject that attracts considerable attention. Both researchers and professionals in applied mathematics will find this book very useful. It can also be recommended as a valuable reference text in approximate dynamic programming." (Dariusz Ucinski, zbMATH 1471.93005, 2021)
"This book is an interesting and complete treatise on finite approximations of different kinds of discrete-time stochastic control problems. It is based on several recent research results on the topic presented which have been published in various papers written by the authors." (Raúl Montes-de-Oca, Mathematical Reviews, March, 2019)
Erscheinungsdatum | 28.01.2019 |
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Reihe/Serie | Systems & Control: Foundations & Applications |
Zusatzinfo | VII, 198 p. 6 illus. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 326 g |
Themenwelt | Mathematik / Informatik ► Mathematik ► Analysis |
Mathematik / Informatik ► Mathematik ► Angewandte Mathematik | |
Schlagworte | asymptotic optimality • decentralized stochastic control • finite state approximations • Markov Decision Processes • numerical approximation • Quantization • stochastic control |
ISBN-10 | 3-030-07710-1 / 3030077101 |
ISBN-13 | 978-3-030-07710-5 / 9783030077105 |
Zustand | Neuware |
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