Markov Decision Processes and Stochastic Positional Games

Markov Decision Processes and Stochastic Positional Games
Author: Dmitrii Lozovanu
Publisher: Springer Nature
Total Pages: 412
Release: 2024-02-13
Genre: Business & Economics
ISBN: 3031401808


Download Markov Decision Processes and Stochastic Positional Games Book in PDF, Epub and Kindle

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
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
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
Frontiers of Dynamic Games
Language: en
Pages: 336
Authors: Leon A. Petrosyan
Categories: Mathematics
Type: BOOK - Published: 2019-09-25 - Publisher: Springer Nature

GET EBOOK

This book is devoted to game theory and its applications to environmental problems, economics, and management. It collects contributions originating from the 12
Optimization of Stochastic Discrete Systems and Control on Complex Networks
Language: en
Pages: 420
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’