280 search results - page 33 / 56 » Planning for Markov Decision Processes with Sparse Stochasti... |
ALT
2006
Springer
15 years 6 months ago
2006
Springer
We address the problem of reinforcement learning in which observations may exhibit an arbitrary form of stochastic dependence on past observations and actions. The task for an age...
103
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IFM
2010
Springer
14 years 8 months ago
2010
Springer
Abstract. The automata-based model checking approach for randomized distributed systems relies on an operational interleaving semantics of the system by means of a Markov decision ...
117
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DAGSTUHL
2007
14 years 11 months ago
2007
Iterative aggregation/disaggregation methods (IAD) belong to competitive tools for computation the characteristics of Markov chains as shown in some publications devoted to testing...
UAI
2003
14 years 11 months ago
2003
Symbolic representations have been used successfully in off-line planning algorithms for Markov decision processes. We show that they can also improve the performance of online p...
ICMLA
2004
14 years 11 months ago
2004
Predictive state representation (PSR) models for controlled dynamical systems have recently been proposed as an alternative to traditional models such as partially observable Mark...