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» Approximate predictive state representations
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ICML
2006
IEEE
14 years 5 months ago
Predictive state representations with options
Britton Wolfe, Satinder P. Singh
NIPS
2001
13 years 6 months ago
Predictive Representations of State
We show that states of a dynamical system can be usefully represented by multi-step, action-conditional predictions of future observations. State representations that are grounded...
Michael L. Littman, Richard S. Sutton, Satinder P....
ICML
2006
IEEE
14 years 5 months ago
Learning predictive state representations using non-blind policies
Michael H. Bowling, Peter McCracken, Michael James...
ICML
2004
IEEE
14 years 5 months ago
Learning and discovery of predictive state representations in dynamical systems with reset
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
IJCAI
2003
13 years 6 months ago
A Planning Algorithm for Predictive State Representations
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