On the construction of ℝà-optimal strategies in partially observed MDPs

On the construction of ℝà-optimal strategies in partially observed MDPs

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Article ID: iaor19911680
Country: Switzerland
Volume: 28
Start Page Number: 81
End Page Number: 96
Publication Date: Apr 1991
Journal: Annals of Operations Research
Authors:
Abstract:

The purpose of the paper is to give a survey of methods, partly derived by the author in joint work with other researchers, concerning the problem of constructing •-optimal strategies for partially observable MDPs. The methods basically consist in transforming the problem into one of approximation: Starting from the original problem a sequence of approximating problems is constructed such that: (i) For each approximating problem an optimal strategy can actually be computed. (ii) Given •>0, there exists an approximating problem such that the optimal strategy for the latter is •-optimal for the original problem.

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