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    AIPS
    2008
    148views Artificial Intelligence» more  AIPS 2008»
    Bounded-Parameter Partially Observable Markov Decision Processes
    13 years 7 months ago
    Bounded-Parameter Partially Observable Markov Decision Processes
    Download  www.aaai.org
    The POMDP is considered as a powerful model for planning under uncertainty. However, it is usually impractical to employ a POMDP with exact parameters to model precisely the real-...
    Yaodong Ni, Zhi-Qiang Liu
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    JAIR
    2000
    152views more  JAIR 2000»
    Value-Function Approximations for Partially Observable Markov Decision Processes
    13 years 4 months ago
    Value-Function Approximations for Partially Observable Markov Decision Processes
    Download  www.cs.pitt.edu
    Partially observable Markov decision processes (POMDPs) provide an elegant mathematical framework for modeling complex decision and planning problems in stochastic domains in whic...
    Milos Hauskrecht
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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
    Value-Directed Human Behavior Analysis from Video Using Partially Observable Markov Decision Processes
    Download  people.ee.duke.edu
    —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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    MFCS
    2010
    Springer
    127views Theoretical Computer Science» more  MFCS 2010»
    Qualitative Analysis of Partially-Observable Markov Decision Processes
    13 years 3 months ago
    Qualitative Analysis of Partially-Observable Markov Decision Processes
    Download  www.lsv.ens-cachan.fr
    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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    ICML
    2002
    IEEE
    218views Machine Learning» more  ICML 2002»
    An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes
    14 years 5 months ago
    An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes
    Download  www.cs.ucf.edu
    Blai Bonet
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