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» Magnifying-Lens Abstraction for Markov Decision Processes

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QEST
2006
IEEE

93views Modeling and Simulation» more QEST 2006»

Game-based Abstraction for Markov Decision Processes

13 years 11 months ago

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Marta Z. Kwiatkowska, Gethin Norman, David Parker

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FORMATS
2006
Springer

127views Formal Methods» more FORMATS 2006»

A Characterization of Meaningful Schedulers for Continuous-Time Markov Decision Processes

13 years 9 months ago

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Abstract. Continuous-time Markov decision process are an important variant of labelled transition systems having nondeterminism through labels and stochasticity through exponential...

Nicolás Wolovick, Sven Johr

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UAI
1998

115views Artificial Intelligence» more UAI 1998»

Structured Reachability Analysis for Markov Decision Processes

13 years 6 months ago

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Recent research in decision theoretic planning has focussedon making the solution of Markov decision processes (MDPs) more feasible. We develop a family of algorithms for structur...

Craig Boutilier, Ronen I. Brafman, Christopher W. ...

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PAMI
2007

186views more PAMI 2007»

Value-Directed Human Behavior Analysis from Video Using Partially Observable Markov Decision Processes

13 years 4 months ago

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—This paper presents a method for learning decision theoretic models of human behaviors from video data. Our system learns relationships between the movements of a person, the co...

Jesse Hoey, James J. Little

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ECAI
2000
Springer

90views Artificial Intelligence» more ECAI 2000»

Efficient Asymptotic Approximation in Temporal Difference Learning

13 years 9 months ago