Modern Trends in Controlled Stochastic Processes: -

Modern Trends in Controlled Stochastic Processes:

Theory and Applications, V.III

Alexey Piunovskiy, Yi Zhang (Herausgeber)

Buch | Hardcover
XII, 356 Seiten
2021 | 1st ed. 2021
Springer International Publishing (Verlag)
978-3-030-76927-7 (ISBN)
213,99 inkl. MwSt

This book presents state-of-the-art solution methods and applications of stochastic optimal control. It is a collection of extended papers discussed at the traditional Liverpool workshop on controlled stochastic processes with participants from both the east and the west. New problems are formulated, and progresses of ongoing research are reported.

Topics covered in this book include theoretical results and numerical methods for Markov and semi-Markov decision processes, optimal stopping of Markov processes, stochastic games, problems with partial information, optimal filtering, robust control, Q-learning, and self-organizing algorithms. Real-life case studies and applications, e.g., queueing systems, forest management, control of water resources, marketing science, and healthcare, are presented.

 

Scientific researchers and postgraduate students interested in stochastic optimal control,- as well as practitioners will find this book appealing and a valuable reference.

 

Average Cost Markov Decision Processes with Semi-Uniform Feller Transition Probabilities.- First Passage Exponential Optimality Problem for Semi-Markov Decision Processes.- Controlled Random Walk: Conjecture and Counter-Example.- Optimal Stopping Problems for a Family of Continuous-Time Markov Processes.- Control of Continuous-Time Markov Jump Linear Systems with PartialInformation.

Erscheinungsdatum
Reihe/Serie Emergence, Complexity and Computation
Zusatzinfo XII, 356 p. 67 illus., 42 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 671 g
Themenwelt Mathematik / Informatik Informatik Theorie / Studium
Mathematik / Informatik Mathematik Angewandte Mathematik
Technik
Schlagworte approximations • diffusions • discretization • Dynamic Programming • Epidemic • evolutionary algorithms • Inventory • Linear Programming • Markov Decision Processes • Markov Processes • Numerical Methods • optimal control • Optimization • queue • stochastic games • Stochastic Processes • Swarm intelligence • teletraffic
ISBN-10 3-030-76927-5 / 3030769275
ISBN-13 978-3-030-76927-7 / 9783030769277
Zustand Neuware
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