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    AAAI
    2006
    157views Intelligent Agents» more  AAAI 2006»
    Improving Approximate Value Iteration Using Memories and Predictive State Representations
    15 years 1 months ago
    Improving Approximate Value Iteration Using Memories and Predictive State Representations
    Download  www.aaai.org
    Planning in partially-observable dynamical systems is a challenging problem, and recent developments in point-based techniques such as Perseus significantly improve performance as...
    Michael R. James, Ton Wessling, Nikos A. Vlassis
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    103
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    ICML
    2008
    IEEE
    157views Machine Learning» more  ICML 2008»
    Efficiently learning linear-linear exponential family predictive representations of state
    16 years 1 months ago
    Efficiently learning linear-linear exponential family predictive representations of state
    Download  web.mit.edu
    Exponential Family PSR (EFPSR) models capture stochastic dynamical systems by representing state as the parameters of an exponential family distribution over a shortterm window of...
    David Wingate, Satinder P. Singh
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    115
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    ATAL
    2010
    Springer
    171views Intelligent Agents» more  ATAL 2010»
    Closing the learning-planning loop with predictive state representations
    15 years 1 months ago
    Closing the learning-planning loop with predictive state representations
    Download  www.cs.cmu.edu
    A central problem in artificial intelligence is to choose actions to maximize reward in a partially observable, uncertain environment. To do so, we must learn an accurate model of ...
    Byron Boots, Sajid M. Siddiqi, Geoffrey J. Gordon
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    AAAI
    2007
    95views Intelligent Agents» more  AAAI 2007»
    Abstraction in Predictive State Representations
    15 years 2 months ago
    Abstraction in Predictive State Representations
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    Vishal Soni, Satinder P. Singh
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    IJCAI
    2007
    162views Artificial Intelligence» more  IJCAI 2007»
    Grounding Abstractions in Predictive State Representations
    15 years 1 months ago
    Grounding Abstractions in Predictive State Representations
    Download  www.ijcai.org
    Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
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