Kniha Markov Decision Processes and Stochastic Positional Games Dmitrii Lozovanu

Markov Decision Processes and Stochastic Positional Games

Optimal Control on Complex Networks

Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Springer, Berlin
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
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This book presents recent findings and results concerning the solutions of especially finite state-s...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2025
Stránek
396
EAN
9783031401824
Enbook ID
47176977
Vydavatel
Hmotnost
628
Rozměry
155 x 235

Kompletní popis

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.

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