Markov Decision Processes and Stochastic Positional Games

Optimal Control on Complex Networks

Dmitrii Lozovanu author Stefan Wolfgang Pickl author

Format:Hardback

Publisher:Springer International Publishing AG

Published:13th Jan '24

Currently unavailable, and unfortunately no date known when it will be back

Markov Decision Processes and Stochastic Positional Games 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.

ISBN: 9783031401794

Dimensions: unknown

Weight: unknown

396 pages

2024 ed.