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Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks Hardback - 2024
by Lozovanu, Dmitrii
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Details
- Title Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks
- Author Lozovanu, Dmitrii
- Binding Hardback
- Condition New
- Pages 396
- Volumes 1
- Language ENG
- Publisher Springer
- Publication date 2024-01-13
- Illustrated Yes
- Features Illustrated
- Bookseller's Inventory # 46853250-n
- ISBN 9783031401794 / 3031401794
- Weight 1.67 lbs (0.76 kg)
- Dimensions 9.21 x 6.14 x 0.94 in (23.39 x 15.60 x 2.39 cm)
- Category Business / Economics / Finance
- Quantity available 5
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From the publisher
From the rear cover
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.
