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    AUTOMATICA
    2008
    104views more  AUTOMATICA 2008»
    Exact finite approximations of average-cost countable Markov decision processes
    14 years 10 months ago
    Exact finite approximations of average-cost countable Markov decision processes
    Download  webee.technion.ac.il
    For a countable-state Markov decision process we introduce an embedding which produces a finite-state Markov decision process. The finite-state embedded process has the same optim...
    Arie Leizarowitz, Adam Shwartz
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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
    15 years 10 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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    LICS
    2009
    IEEE
    103views Automated Reasoning» more  LICS 2009»
    Statistic Analysis for Probabilistic Processes
    15 years 4 months ago
    Statistic Analysis for Probabilistic Processes
    Download  www.lri.fr
    —We associate a statistical vector to a trace and a geometrical embedding to a Markov Decision Process, based on a distance on words, and study basic Membership and Equivalence p...
    Michel de Rougemont, Mathieu Tracol
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    EWRL
    2008
    129views Machine Learning» more  EWRL 2008»
    Markov Decision Processes with Arbitrary Reward Processes
    14 years 11 months ago
    Markov Decision Processes with Arbitrary Reward Processes
    Download  www.cim.mcgill.ca
    Abstract. We consider a control problem where the decision maker interacts with a standard Markov decision process with the exception that the reward functions vary arbitrarily ove...
    Jia Yuan Yu, Shie Mannor, Nahum Shimkin
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    AUTOMATICA
    2010
    92views more  AUTOMATICA 2010»
    Simulation-based optimization of Markov decision processes: An empirical process theory approach
    14 years 10 months ago
    Simulation-based optimization of Markov decision processes: An empirical process theory approach
    Download  paleale.eecs.berkeley.edu
    Rahul Jain, Pravin Varaiya
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