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    PRICAI
    2000
    Springer
    193views Artificial Intelligence» more  PRICAI 2000»
    Generating Hierarchical Structure in Reinforcement Learning from State Variables
    15 years 1 months ago
    Generating Hierarchical Structure in Reinforcement Learning from State Variables
    Download  www.csee.umbc.edu
    This paper presents the CQ algorithm which decomposes and solves a Markov Decision Process (MDP) by automatically generating a hierarchy of smaller MDPs using state variables. The ...
    Bernhard Hengst
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    NIPS
    1993
    92views Information Technology» more  NIPS 1993»
    The Parti-Game Algorithm for Variable Resolution Reinforcement Learning in Multidimensional State-Spaces
    14 years 11 months ago
    The Parti-Game Algorithm for Variable Resolution Reinforcement Learning in Multidimensional State-Spaces
    Download  www.ri.cmu.edu
    Parti-game is a new algorithm for learning feasible trajectories to goal regions in high dimensionalcontinuousstate-spaces. In high dimensions it is essential that learningdoes not...
    Andrew W. Moore
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    AUSAI
    2007
    Springer
    97views Artificial Intelligence» more  AUSAI 2007»
    Safe State Abstraction and Reusable Continuing Subtasks in Hierarchical Reinforcement Learning
    15 years 4 months ago
    Safe State Abstraction and Reusable Continuing Subtasks in Hierarchical Reinforcement Learning
    Download  www.cse.unsw.edu.au
    Bernhard Hengst
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    ESANN
    2008
    96views Neural Networks» more  ESANN 2008»
    Model-Based Reinforcement Learning with Continuous States and Actions
    14 years 11 months ago
    Model-Based Reinforcement Learning with Continuous States and Actions
    Download  mlg.eng.cam.ac.uk
    Marc Peter Deisenroth, Carl Edward Rasmussen, Jan ...
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    SPEECH
    2008
    114views more  SPEECH 2008»
    A Reinforcement Learning approach to evaluating state representations in spoken dialogue systems
    14 years 9 months ago
    A Reinforcement Learning approach to evaluating state representations in spoken dialogue systems
    Download  www.lrdc.pitt.edu
    Although dialogue systems have been an area of research for decades, finding accurate ways of evaluating different systems is still a very active subfield since many leading metho...
    Joel R. Tetreault, Diane J. Litman
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