layered bayesian networks

NIPS
1998

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Inference in Multilayer Networks via Large Deviation Bounds

14 years 2 months ago

We study probabilistic inference in large, layered Bayesian networks represented as directed acyclic graphs. We show that the intractability of exact inference in such networks do...

Michael J. Kearns, Lawrence K. Saul

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NIPS
2003

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On the Concentration of Expectation and Approximate Inference in Layered Networks

14 years 2 months ago

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We present an analysis of concentration-of-expectation phenomena in layered Bayesian networks that use generalized linear models as the local conditional probabilities. This frame...

XuanLong Nguyen, Michael I. Jordan

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