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    NIPS
    1998
    121views Information Technology» more  NIPS 1998»
    Inference in Multilayer Networks via Large Deviation Bounds
    14 years 8 days ago
    Inference in Multilayer Networks via Large Deviation Bounds
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    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
    146views Information Technology» more  NIPS 2003»
    On the Concentration of Expectation and Approximate Inference in Layered Networks
    14 years 8 days ago
    On the Concentration of Expectation and Approximate Inference in Layered Networks
    Download  www.cs.berkeley.edu
    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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