Title :
Value iteration for controlled Markov chains with risk sensitive cost criterion
Author :
Elecki, Tomasbzi ; Hern??ndez-hern??ndez, Daniel ; Pliska, Stanleyr
Author_Institution :
Dept. of Math., Northeastern Illinois Univ., Chicago, IL, USA
fDate :
6/21/1905 12:00:00 AM
Abstract :
The paper studies the value iteration algorithm for risk sensitive controlled Markov chains. For risk neutral (average cost) Markov decision processes, this algorithm is a standard technique to obtain approximations to a solution of the dynamic programming equation (O. Hernandez-Lerma, 1989; R. Cavazos-Cadena, 1997). We define the risk sensitive control problem of discrete time controlled Markov processes on an infinite horizon, and the first problem is to find suitable conditions under which there exists a solution to the dynamic programming equation when the control set is a compact metric space. We approach this problem, defining the dynamic programming operator (G.B. Di Masi and L. Stettner, 1997). Using the Banach fixed point theorem, it can be proved that this operator has a span-fixed point. The second basic problem is to proved that the value iteration algorithm can be implemented. This is solved using the contractive properties of the operator T
Keywords :
Markov processes; decision theory; discrete time systems; dynamic programming; risk management; stochastic systems; Banach fixed point theorem; average cost; compact metric space; contractive properties; control set; controlled Markov chains; discrete time controlled Markov processes; dynamic programming equation; dynamic programming operator; infinite horizon; risk neutral Markov decision processes; risk sensitive control problem; risk sensitive controlled Markov chains; risk sensitive cost criterion; span-fixed point; value iteration algorithm; Cities and towns; Costs; Dynamic programming; Equations; Finance; Kernel; Mathematics; Optimal control; State-space methods; Stochastic processes;
Conference_Titel :
Decision and Control, 1999. Proceedings of the 38th IEEE Conference on
Print_ISBN :
0-7803-5250-5
DOI :
10.1109/CDC.1999.832762