Bounded parameter Markov Decision Processes with average reward criterion
Tewari, Ambuj & Bartlett, Peter L. (2007) Bounded parameter Markov Decision Processes with average reward criterion. Learning Theory, 4539, pp. 263-277.
Bounded parameter Markov Decision Processes (BMDPs) address the issue of dealing with uncertainty in the parameters of a Markov Decision Process (MDP). Unlike the case of an MDP, the notion of an optimal policy for a BMDP is not entirely straightforward. We consider two notions of optimality based on optimistic and pessimistic criteria. These have been analyzed for discounted BMDPs. Here we provide results for average reward BMDPs.
We establish a fundamental relationship between the discounted and the average reward problems, prove the existence of Blackwell optimal policies and, for both notions of optimality, derive algorithms that converge to the optimal value function.
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|Item Type:||Journal Article|
|Additional Information:||20th Annual Conference on Learning Theory, COLT 2007, San Diego, CA, USA; June 13-15, 2007. Proceedings|
|Keywords:||Markov Decision Processes, BMDPs, optimal policy|
|Subjects:||Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > INFORMATION SYSTEMS (080600)|
|Divisions:||Past > QUT Faculties & Divisions > Faculty of Science and Technology|
Past > Schools > Mathematical Sciences
|Copyright Owner:||Copyright 2007 Springer|
|Deposited On:||18 Aug 2011 12:03|
|Last Modified:||01 Mar 2012 00:34|
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