Markov Decision Processes and Stochastic Positional Games

Markov Decision Processes and Stochastic Positional Games

AngličtinaEbook
Lozovanu, Dmitrii
Springer International Publishing
EAN: 9783031401800
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Podrobné informácie

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.
EAN 9783031401800
ISBN 3031401808
Typ produktu Ebook
Vydavateľ Springer International Publishing
Dátum vydania 12. januára 2024
Jazyk English
Autori Lozovanu, Dmitrii; Pickl, Stefan Wolfgang
Séria International Series in Operations Research & Management Science