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    » Abstraction in Predictive State Representations
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    ICML
    2006
    IEEE
    119views Machine Learning» more  ICML 2006»
    Learning predictive state representations using non-blind policies
    14 years 5 months ago
    Learning predictive state representations using non-blind policies
    Download  www.cs.ualberta.ca
    Michael H. Bowling, Peter McCracken, Michael James...
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    ATAL
    2007
    Springer
    143views Intelligent Agents» more  ATAL 2007»
    On discovery and learning of models with predictive representations of state for agents with continuous actions and observations
    13 years 8 months ago
    On discovery and learning of models with predictive representations of state for agents with continuous actions and observations
    Download  web.mit.edu
    Models of agent-environment interaction that use predictive state representations (PSRs) have mainly focused on the case of discrete observations and actions. The theory of discre...
    David Wingate, Satinder P. Singh
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    ICML
    2004
    IEEE
    142views Machine Learning» more  ICML 2004»
    Learning and discovery of predictive state representations in dynamical systems with reset
    14 years 5 months ago
    Learning and discovery of predictive state representations in dynamical systems with reset
    Download  www.cc.gatech.edu
    Predictive state representations (PSRs) are a recently proposed way of modeling controlled dynamical systems. PSR-based models use predictions of observable outcomes of tests that...
    Michael R. James, Satinder P. Singh
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    IJCAI
    2003
    173views Artificial Intelligence» more  IJCAI 2003»
    A Planning Algorithm for Predictive State Representations
    13 years 6 months ago
    A Planning Algorithm for Predictive State Representations
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    We address the problem of optimally controlling stochastic environments that are partially observable. The standard method for tackling such problems is to define and solve a Part...
    Masoumeh T. Izadi, Doina Precup
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    IJCAI
    2007
    223views Artificial Intelligence» more  IJCAI 2007»
    Relational Knowledge with Predictive State Representations
    13 years 6 months ago
    Relational Knowledge with Predictive State Representations
    Download  web.mit.edu
    Most work on Predictive Representations of State (PSRs) has focused on learning and planning in unstructured domains (for example, those represented by flat POMDPs). This paper e...
    David Wingate, Vishal Soni, Britton Wolfe, Satinde...
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