Markov Decision Processes and Stochastic Positional Games: Optimal Control on Complex Networks

Dmitrii Lozovanu · Stefan Wolfgang Pickl

jan. 2024 · International Series in Operations Research & Management Science Bog 349 · Springer Nature

E-bog

396

Sider

Bedømmelser og anmeldelser verificeres ikke Få flere oplysninger

Om denne e-bog

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.

Om forfatteren

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.

Bedøm denne e-bog

Fortæl os, hvad du mener.

Oplysninger om læsning

Smartphones og tablets

Installer appen Google Play Bøger til Android og iPad/iPhone. Den synkroniserer automatisk med din konto og giver dig mulighed for at læse online eller offline, uanset hvor du er.

Bærbare og stationære computere

Du kan høre lydbøger, du har købt i Google Play via browseren på din computer.

e-læsere og andre enheder

Hvis du vil læse på e-ink-enheder som f.eks. Kobo-e-læsere, skal du downloade en fil og overføre den til din enhed. Følg den detaljerede vejledning i Hjælp for at overføre filerne til understøttede e-læsere.

Rapportér ulovligt indhold