4.5 Article

On Risk-Sensitive Piecewise Deterministic Markov Decision Processes

期刊

APPLIED MATHEMATICS AND OPTIMIZATION
卷 81, 期 3, 页码 685-710

出版社

SPRINGER
DOI: 10.1007/s00245-018-9485-x

关键词

Continuous-time Markov decision processes; Piecewise deterministic Markov decision processes; Exponential utility; Dynamic programming

资金

  1. Royal Society [IE160503]

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We consider a piecewise deterministic Markov decision process, where the expected exponential utility of total (nonnegative) cost is to be minimized. The cost rate, transition rate and post-jump distributions are under control. The state space is Borel, and the transition and cost rates are locally integrable along the drift. Under natural conditions, we establish the optimality equation, justify the value iteration algorithm, and show the existence of a deterministic stationary optimal policy. Applied to special cases, the obtained results already significantly improve some existing results in the literature on finite horizon and infinite horizon discounted risk-sensitive continuous-time Markov decision processes.

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