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2006

Representing Systems with Hidden State

8 years 4 months ago
Representing Systems with Hidden State
We discuss the problem of finding a good state representation in stochastic systems with observations. We develop a duality theory that generalizes existing work in predictive state representations as well as automata theory. We discuss how this theoretical framework can be used to build learning algorithms, approximate planning algorithms as well as to deal with continuous observations.
Christopher Hundt, Prakash Panangaden, Joelle Pine
Added 30 Oct 2010
Updated 30 Oct 2010
Type Conference
Year 2006
Where AAAI
Authors Christopher Hundt, Prakash Panangaden, Joelle Pineau, Doina Precup
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