• 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