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Markov Decision Processes and Stochastic Positional Games

Optimal Control on Complex Networks

Medium: Buch
ISBN: 978-3-031-40182-4
Verlag: Springer International Publishing
Erscheinungstermin: 14.01.2025
Lieferfrist: bis zu 10 Tage

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.


Produkteigenschaften


  • Artikelnummer: 9783031401824
  • Medium: Buch
  • ISBN: 978-3-031-40182-4
  • Verlag: Springer International Publishing
  • Erscheinungstermin: 14.01.2025
  • Sprache(n): Englisch
  • Auflage: Erscheinungsjahr 2025
  • Serie: International Series in Operations Research & Management Science
  • Produktform: Kartoniert
  • Gewicht: 628 g
  • Seiten: 396
  • Format (B x H x T): 155 x 235 x 23 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Discrete Markov Processes and Numerical Algorithms for Markov Chains.- Markov Decision Processes and Stochastic Control Problems on Networks.- Stochastic Games and Positional Games on Networks