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» Markov Decision Processes with Arbitrary Reward Processes
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93
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CDC
2008
IEEE
140views Control Systems» more  CDC 2008»
15 years 8 months ago
Information state for Markov decision processes with network delays
We consider a networked control system, where each subsystem evolves as a Markov decision process (MDP). Each subsystem is coupled to its neighbors via communication links over wh...
Sachin Adlakha, Sanjay Lall, Andrea J. Goldsmith
PKDD
2009
Springer
129views Data Mining» more  PKDD 2009»
15 years 8 months ago
Considering Unseen States as Impossible in Factored Reinforcement Learning
Abstract. The Factored Markov Decision Process (FMDP) framework is a standard representation for sequential decision problems under uncertainty where the state is represented as a ...
Olga Kozlova, Olivier Sigaud, Pierre-Henri Wuillem...
73
Voted
ICML
2008
IEEE
16 years 2 months ago
On the hardness of finding symmetries in Markov decision processes
Shravan Matthur Narayanamurthy, Balaraman Ravindra...