Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks: 349 (International Series in Operations Research & Management Science) - Hardcover

Lozovanu, Dmitrii; Pickl, Stefan Wolfgang

 
9783031401794: Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks: 349 (International Series in Operations Research & Management Science)
Hardcover
ISBN 10: 3031401794 ISBN 13: 9783031401794
Verlag: Springer, 2024

Inhaltsangabe

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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Über die Autorin bzw. den Autor

Prof. Dmitrii Lozovanu is head of the department of Applied Mathematics at the Faculty of Mathematics and Computer Science, Moldova State University, Chisinau, Moldova. His main research interests are in discrete optimization, game theory, optimal control and stochastic decision-making processes.

​Prof. Stefan Pickl is a Professor of Operations Research at Bundeswehr University Munich, Germany. He studied mathematics, electrical engineering, and philosophy at the TU Darmstadt, Germany and EPFL Lausanne, Switzerland. He is also associated with the Centre for the Advanced Study of Algorithms (CASA), USA and Center for Network Innovation and Experimentation (CENETIX), USA.


Von der hinteren Coverseite

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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Verlag
Springer
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
3031401794
ISBN 13 
9783031401794
Einband
Tapa dura
Auflage
1
Anzahl der Seiten
418
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
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Hamburg
Deutschland

Weitere beliebte Ausgaben desselben Titels

9783031401824: Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks: 349 (International Series in Operations Research & Management Science)

Vorgestellte Ausgabe

ISBN 10:  3031401824 ISBN 13:  9783031401824
Verlag: Springer, 2025
Softcover