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» Abstraction in Predictive State Representations
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68
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AAAI
2007
15 years 24 days ago
Abstraction in Predictive State Representations
Vishal Soni, Satinder P. Singh
73
Voted
IJCAI
2007
14 years 12 months ago
Grounding Abstractions in Predictive State Representations
Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
ICML
2006
IEEE
15 years 11 months ago
Predictive state representations with options
Britton Wolfe, Satinder P. Singh
NIPS
2001
14 years 12 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....
ATAL
2008
Springer
15 years 15 days ago
Approximate predictive state representations
Predictive state representations (PSRs) are models that represent the state of a dynamical system as a set of predictions about future events. The existing work with PSRs focuses ...
Britton Wolfe, Michael R. James, Satinder P. Singh