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» Planning with predictive state representations

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UAI
2004

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Predictive State Representations: A New Theory for Modeling Dynamical Systems

13 years 11 months ago

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Modeling dynamical systems, both for control purposes and to make predictions about their behavior, is ubiquitous in science and engineering. Predictive state representations (PSR...

Satinder P. Singh, Michael R. James, Matthew R. Ru...

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ICML
2008
IEEE

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Efficiently learning linear-linear exponential family predictive representations of state

14 years 10 months ago

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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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NIPS
2004

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Schema Learning: Experience-Based Construction of Predictive Action Models

13 years 11 months ago

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Schema learning is a way to discover probabilistic, constructivist, predictive action models (schemas) from experience. It includes methods for finding and using hidden state to m...

Michael P. Holmes, Charles Lee Isbell Jr.

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AAAI
2007

95views Intelligent Agents» more AAAI 2007»

Abstraction in Predictive State Representations

14 years 3 days ago

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Vishal Soni, Satinder P. Singh

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