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MFCS
2010
Springer

127views Theoretical Computer Science» more MFCS 2010»

Qualitative Analysis of Partially-Observable Markov Decision Processes

13 years 9 months ago

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We study observation-based strategies for partially-observable Markov decision processes (POMDPs) with parity objectives. An observationbased strategy relies on partial information...

Krishnendu Chatterjee, Laurent Doyen, Thomas A. He...

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CSL
2007
Springer

126views Automated Reasoning» more CSL 2007»

Partially observable Markov decision processes for spoken dialog systems

13 years 11 months ago

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In a spoken dialog system, determining which action a machine should take in a given situation is a diﬃcult problem because automatic speech recognition is unreliable and hence ...

Jason D. Williams, Steve Young

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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 10 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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ICML
2002
IEEE

218views Machine Learning» more ICML 2002»

An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes

14 years 12 months ago

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Blai Bonet

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