• DocumentCode
    1403022
  • Title

    The vanishing discount approach in Markov chains with risk-sensitive criteria

  • Author

    Cavazos-Cadena, Rolando ; Fernández-Gaucherand, Emmanuel

  • Author_Institution
    Dept. de Estadistica y Calculo, Univ. Autonoma Agraria Antonio Narro, Saltillo, Mexico
  • Volume
    45
  • Issue
    10
  • fYear
    2000
  • Firstpage
    1800
  • Lastpage
    1816
  • Abstract
    In this paper stochastic dynamic systems are studied, modeled by a countable state space Markov cost/reward chain, satisfying a Lyapunov-type stability condition. For an infinite planning horizon, risk-sensitive (exponential) discounted and average cost criteria are considered. The main contribution is the development of a vanishing discount approach to relate the discounted criterion problem with the average criterion one, as the discount factor increases to one, i.e., no discounting. In comparison to the well-established risk-neutral case, our results are novel and reveal several fundamental and surprising differences. Other contributions made include the use of convex analytic arguments to obtain appropriately convergent sequences and a verification theorem for the case of unbounded solutions to the average cost Poisson equation arising in the risk-sensitive case. Also of importance is the fact that our developments are very much self-contained and employ only basic probabilistic and analysis principles.
  • Keywords
    Lyapunov methods; Markov processes; Poisson equation; asymptotic stability; probability; state-space methods; stochastic systems; Lyapunov method; Markov chains; Poisson equation; exponential stability; probability; risk-sensitive criteria; state space; stochastic dynamic systems; vanishing discount; Aggregates; Arithmetic; Cost function; Lyapunov method; Poisson equations; Process control; Risk analysis; Stability criteria; State-space methods; Stochastic systems;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2000.880971
  • Filename
    880971