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    » Context-specific approximation in probabilistic inference
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    NIPS
    1998
    121views Information Technology» more  NIPS 1998»
    Inference in Multilayer Networks via Large Deviation Bounds
    13 years 6 months ago
    Inference in Multilayer Networks via Large Deviation Bounds
    Download  www.cis.upenn.edu
    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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    IJCAI
    2001
    134views Artificial Intelligence» more  IJCAI 2001»
    Approximate inference for first-order probabilistic languages
    13 years 6 months ago
    Approximate inference for first-order probabilistic languages
    Download  www.biostat.wisc.edu
    A new, general approach is described for approximate inference in first-order probabilistic languages, using Markov chain Monte Carlo (MCMC) techniques in the space of concrete po...
    Hanna Pasula, Stuart J. Russell
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    UAI
    1998
    123views Artificial Intelligence» more  UAI 1998»
    Large Deviation Methods for Approximate Probabilistic Inference
    13 years 6 months ago
    Large Deviation Methods for Approximate Probabilistic Inference
    Download  www.cis.upenn.edu
    We study two-layer belief networks of binary random variables in which the conditional probabilities Pr childjparents depend monotonically on weighted sums of the parents. In larg...
    Michael J. Kearns, Lawrence K. Saul
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    UAI
    1997
    148views Artificial Intelligence» more  UAI 1997»
    A Scheme for Approximating Probabilistic Inference
    13 years 6 months ago
    A Scheme for Approximating Probabilistic Inference
    Download  www.ics.uci.edu
    This paper describes a class ofprobabilistic approximation algorithms based on bucket elimination which o er adjustable levels of accuracy ande ciency. We analyzethe approximation...
    Rina Dechter, Irina Rish
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    AAAI
    2007
    92views Intelligent Agents» more  AAAI 2007»
    Approximate Inference in Probabilistic Graphical Models with Determinism
    13 years 7 months ago
    Approximate Inference in Probabilistic Graphical Models with Determinism
    Download  www.cs.washington.edu
    Vibhav Gogate
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