DocumentCode
2667242
Title
Sensitive discount optimality via nested linear programs for ergodic Markov decision processes
Author
Avrachenkov, K.E. ; Altman, E.
Author_Institution
Sch. of Math., Univ. of South Australia, The Levels, SA, Australia
fYear
1999
fDate
1999
Firstpage
53
Lastpage
58
Abstract
We discuss the sensitive discount optimality for Markov decision processes. The n-discount optimality is a refined selective criterion, that is a generalization of the average optimality and the bias optimality. Our approach is based on the system of nested linear programs. We provide an algorithm for the computation of the Blackwell optimal policy. The n-discount optimal policies are obtained as a by-product of this algorithm. Here we restrict ourselves to the case of completely ergodic Markov decision processes
Keywords
Markov processes; decision theory; duality (mathematics); linear programming; Blackwell optimal policy; average optimality; bias optimality; ergodic Markov decision processes; n-discount optimality; nested linear programs; sensitive discount optimality; Australia Council; Books; Ear; Economic indicators; Mathematics; Probability distribution; State-space methods; Yttrium;
fLanguage
English
Publisher
ieee
Conference_Titel
Information, Decision and Control, 1999. IDC 99. Proceedings. 1999
Conference_Location
Adelaide, SA
Print_ISBN
0-7803-5256-4
Type
conf
DOI
10.1109/IDC.1999.754126
Filename
754126
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