Markov Decision Processes and Stochastic Positional Games

Markov Decision Processes and Stochastic Positional Games
Author :
Publisher : Springer Nature
Total Pages : 412
Release :
ISBN-10 : 9783031401800
ISBN-13 : 3031401808
Rating : 4/5 (808 Downloads)

Book Synopsis Markov Decision Processes and Stochastic Positional Games by : Dmitrii Lozovanu

Download or read book Markov Decision Processes and Stochastic Positional Games written by Dmitrii Lozovanu and published by Springer Nature. This book was released on 2024-02-13 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Markov Decision Processes and Stochastic Positional Games Related Books

Markov Decision Processes and Stochastic Positional Games
Language: en
Pages: 412
Authors: Dmitrii Lozovanu
Categories: Business & Economics
Type: BOOK - Published: 2024-02-13 - Publisher: Springer Nature

GET EBOOK

This book presents recent findings and results concerning the solutions of especially finite state-space Markov decision problems and determining Nash equilibri
Algorithmic Decision Theory
Language: en
Pages: 408
Authors: Jörg Rothe
Categories: Computers
Type: BOOK - Published: 2017-10-13 - Publisher: Springer

GET EBOOK

This book constitutes the conference proceedings of the 5th International Conference on Algorithmic Decision Theory , ADT 2017, held in Luxembourg, in October 2
Optimization of Stochastic Discrete Systems and Control on Complex Networks
Language: en
Pages: 400
Authors: Dmitrii Lozovanu
Categories: Business & Economics
Type: BOOK - Published: 2014-11-27 - Publisher: Springer

GET EBOOK

This book presents the latest findings on stochastic dynamic programming models and on solving optimal control problems in networks. It includes the authors’
Frontiers of Dynamic Games
Language: en
Pages: 282
Authors: Leon A. Petrosyan
Categories: Mathematics
Type: BOOK - Published: 2018-07-17 - Publisher: Springer

GET EBOOK

This volume collects contributions from the talks given at the Game Theory and Management Conference held in St. Petersburg, Russia, in June 2017. It covers a w
Competitive Markov Decision Processes
Language: en
Pages: 400
Authors: Jerzy Filar
Categories: Business & Economics
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

GET EBOOK

This book is intended as a text covering the central concepts and techniques of Competitive Markov Decision Processes. It is an attempt to present a rig orous t