Markov Decision Processes and Stochastic Positional Games : Optimal Control on Complex Networks Hardback
by Dmitrii Lozovanu, Stefan Wolfgang Pickl
Part of the International Series in Operations Research & Management Science series
Hardback
Description
This book presents recent findings and results concerning the solutions of especially finite state-space Markov decision problems and determining Nash equilibria for related stochastic games with average and total expected discounted reward payoffs.
In addition, it focuses on a new class of stochastic games: stochastic positional games that extend and generalize the classic deterministic positional games.
It presents new algorithmic results on the suitable implementation of quasi-monotonic programming techniques.
Moreover, the book presents applications of positional games within a class of multi-objective discrete control problems and hierarchical control problems on networks. Given its scope, the book will benefit all researchers and graduate students who are interested in Markov theory, control theory, optimization and games.
Information
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Out of stock
- Format:Hardback
- Pages:396 pages, 41 Illustrations, black and white; XIX, 396 p. 41 illus.
- Publisher:Springer International Publishing AG
- Publication Date:13/01/2024
- Category:
- ISBN:9783031401794
Information
-
Out of stock
- Format:Hardback
- Pages:396 pages, 41 Illustrations, black and white; XIX, 396 p. 41 illus.
- Publisher:Springer International Publishing AG
- Publication Date:13/01/2024
- Category:
- ISBN:9783031401794