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Markov decision processes with exponentially representable discounting
Authors:Yair Carmon
Affiliation:Faculty of Electrical Engineering, Technion - IIT, Haifa, Israel
Abstract:
We generalize the geometric discount of finite discounted cost Markov Decision Processes to “exponentially representable”discount functions, prove existence of optimal policies which are stationary from some time N onward, and provide an algorithm for their computation. Outside this class, optimal “N-stationary” policies in general do not exist.
Keywords:Markov decision processes   Discounted cost   Mixed discounting   Hyperbolic discounting   General discounting function
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