NP-Hardness of checking the unichain condition in average cost MDPs

The unichain condition requires that every policy in an MDP result in a single ergodic class, and guarantees that the optimal average cost is independent of the initial state. We show that checking whether the unichain condition fails to hold is an NP-complete problem. We conclude with a brief discu...

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Bibliographic Details
Main Author: Tsitsiklis, John N. (Contributor)
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor)
Format: Article
Language:English
Published: Elsevier, 2012-04-12T17:57:40Z.
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