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A New Policy Evaluation Algorithm for Markov Decision Processes with Quasi Birth-Death Structure.

Authors :
White, LangfordB.
Source :
Stochastic Models. May2005, Vol. 21 Issue 2/3, p785-797. 13p. 1 Graph.
Publication Year :
2005

Abstract

This paper describes a new algorithm for policy evaluation for Markov decision processes (MDP) that possess a quasi birth-death structure. The proposed algorithm is based on matrix analytic methods which use probabilistic concepts associated with restricting the underlying Markov process to certain state subsets. A telecommunications application example shows that the method offers significant computational reduction compared to a standard MDP policy evaluation approach. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15326349
Volume :
21
Issue :
2/3
Database :
Academic Search Index
Journal :
Stochastic Models
Publication Type :
Academic Journal
Accession number :
17539979
Full Text :
https://doi.org/10.1081/STM-200056019