• DocumentCode
    3567962
  • Title

    Recent results in controlled Markov chains with risk sensitive average criteria: the vanishing discount approach

  • Author

    Cavazos-Cadena, Rolando ; Fern??ndez-Gaucherand, Emmanuel

  • Author_Institution
    Dept. de Estadistica y Calculo, Univ. Auton. Agraria Antonio Narro, Buenavista, Mexico
  • Volume
    1
  • fYear
    1999
  • fDate
    6/21/1905 12:00:00 AM
  • Firstpage
    121
  • Abstract
    Countable state space Markov cost/reward chains, satisfying a Lyapunov-type stability condition, are considered. 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. For example, the limit of the (normalized) discounted costs, as the discount vanishes, is not equal to the average cost, but rather equal to an arithmetic mean of the average cost over a range of values for the risk sensitivity coefficient
  • Keywords
    Lyapunov methods; Markov processes; cost optimal control; stochastic systems; Lyapunov-type stability condition; arithmetic mean; average cost; average cost criteria; controlled Markov chains; countable state space Markov cost/reward chains; discount factor; discounted criterion problem; infinite planning horizon; risk sensitive; risk sensitive average criteria; risk sensitivity coefficient; risk-neutral case; vanishing discount approach; Aggregates; Arithmetic; Automatic control; Cost function; Difference equations; Poisson equations; Stability; State-space methods; Stochastic systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 1999. Proceedings of the 38th IEEE Conference on
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-5250-5
  • Type

    conf

  • DOI
    10.1109/CDC.1999.832761
  • Filename
    832761