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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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    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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    ATAL
    2010
    Springer
    171views Intelligent Agents» more  ATAL 2010»
    Closing the learning-planning loop with predictive state representations
    13 years 6 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
    2006
    157views Intelligent Agents» more  AAAI 2006»
    Improving Approximate Value Iteration Using Memories and Predictive State Representations
    13 years 6 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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    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 9 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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