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    IJCAI
    2003
    87views Artificial Intelligence» more  IJCAI 2003»
    SMDP Homomorphisms: An Algebraic Approach to Abstraction in Semi-Markov Decision Processes
    13 years 9 months ago
    SMDP Homomorphisms: An Algebraic Approach to Abstraction in Semi-Markov Decision Processes
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    Balaraman Ravindran, Andrew G. Barto
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    NIPS
    2003
    156views Information Technology» more  NIPS 2003»
    Linear Program Approximations for Factored Continuous-State Markov Decision Processes
    13 years 9 months ago
    Linear Program Approximations for Factored Continuous-State Markov Decision Processes
    Download  www.cs.pitt.edu
    Approximate linear programming (ALP) has emerged recently as one of the most promising methods for solving complex factored MDPs with finite state spaces. In this work we show th...
    Milos Hauskrecht, Branislav Kveton
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    NIPS
    1997
    124views Information Technology» more  NIPS 1997»
    How to Dynamically Merge Markov Decision Processes
    13 years 9 months ago
    How to Dynamically Merge Markov Decision Processes
    Download  www.eecs.umich.edu
    Satinder P. Singh, David Cohn
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    UAI
    1997
    84views Artificial Intelligence» more  UAI 1997»
    Incremental Pruning: A Simple, Fast, Exact Method for Partially Observable Markov Decision Processes
    13 years 9 months ago
    Incremental Pruning: A Simple, Fast, Exact Method for Partially Observable Markov Decision Processes
    Download  www.sci.brooklyn.cuny.edu
    Anthony R. Cassandra, Michael L. Littman, Nevin Li...
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    ICML
    2010
    IEEE
    223views Machine Learning» more  ICML 2010»
    Feature Selection Using Regularization in Approximate Linear Programs for Markov Decision Processes
    13 years 8 months ago
    Feature Selection Using Regularization in Approximate Linear Programs for Markov Decision Processes
    Download  anytime.cs.umass.edu
    Approximate dynamic programming has been used successfully in a large variety of domains, but it relies on a small set of provided approximation features to calculate solutions re...
    Marek Petrik, Gavin Taylor, Ronald Parr, Shlomo Zi...
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