Markov decision processes with exponentially representable discounting |
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Authors: | Yair Carmon |
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Affiliation: | Faculty of Electrical Engineering, Technion - IIT, Haifa, Israel |
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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. |
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Keywords: | Markov decision processes Discounted cost Mixed discounting Hyperbolic discounting General discounting function |
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