Title :
Controlled Markov chains with risk-sensitive criteria: some (counter) examples
Author :
Brau-Rojas, Agustin ; Cavazos-Cadena, Roland0 ; Fernandez-Gaucherand, E.
Author_Institution :
Dept. of Math., Arizona Univ., Tucson, AZ, USA
Abstract :
The paper is concerned with risk-sensitive versions of the standard average cost and discounted cost criteria for controlled Markov chains. Risk-sensitivity is modelled by means of the family of exponential disutility functions. First, we study the risk-sensitive average cost corresponding to a fixed stationary deterministic policy, for finite state space models. We examine some (counter) examples which illustrate how the behavior of the risk-sensitive model departs from that of the risk-null one in the non-irreducible case. Finally, we present an example of a controlled Markov chain with infinite state space which, as opposed to Jaquette´s (1976) result for finite models, does not have ultimately stationary optimal policies with respect to the risk-sensitive (exponential) discounted cost. The controlled Markov chain in that example satisfies a simultaneous Doeblin condition, an assumption that enables the vanishing discount approach in the risk-null models. Thus, the example provides more evidence to think that obtaining the mentioned approach for the risk-sensitive models might be even harder than what Jaquette´s result had already indicated
Keywords :
Markov processes; probability; state-space methods; stochastic systems; controlled Markov chains; discounted cost criteria; exponential discounted cost; exponential disutility functions; finite state space models; fixed stationary deterministic policy; risk-sensitive criteria; risk-sensitive discounted cost; simultaneous Doeblin condition; standard average cost; Control systems; Cost function; Counting circuits; Industrial engineering; Mathematics; Optimal control; State-space methods; Terminology;
Conference_Titel :
Decision and Control, 1998. Proceedings of the 37th IEEE Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
0-7803-4394-8
DOI :
10.1109/CDC.1998.758575