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    NIPS
    2007
    124views Information Technology» more  NIPS 2007»
    Variational Inference for Diffusion Processes
    15 years 14 days ago
    Variational Inference for Diffusion Processes
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    Diffusion processes are a family of continuous-time continuous-state stochastic processes that are in general only partially observed. The joint estimation of the forcing paramete...
    Cédric Archambeau, Manfred Opper, Yuan Shen...
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    91
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    EMNLP
    2010
    178views Natural Language Processing» more  EMNLP 2010»
    Turbo Parsers: Dependency Parsing by Approximate Variational Inference
    14 years 9 months ago
    Turbo Parsers: Dependency Parsing by Approximate Variational Inference
    Download  www.cs.cmu.edu
    We present a unified view of two state-of-theart non-projective dependency parsers, both approximate: the loopy belief propagation parser of Smith and Eisner (2008) and the relaxe...
    André F. T. Martins, Noah A. Smith, Eric P....
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    86
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    FTML
    2008
    185views more  FTML 2008»
    Graphical Models, Exponential Families, and Variational Inference
    14 years 11 months ago
    Graphical Models, Exponential Families, and Variational Inference
    Download  www.eecs.berkeley.edu
    The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate stat...
    Martin J. Wainwright, Michael I. Jordan
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    ICML
    2010
    IEEE
    182views Machine Learning» more  ICML 2010»
    Gaussian Covariance and Scalable Variational Inference
    15 years 3 days ago
    Gaussian Covariance and Scalable Variational Inference
    Download  people.mmci.uni-saarland.de
    Matthias W. Seeger
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    69
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    JAIR
    2006
    70views more  JAIR 2006»
    A Variational Inference Procedure Allowing Internal Structure for Overlapping Clusters and Deterministic Constraints
    14 years 11 months ago
    A Variational Inference Procedure Allowing Internal Structure for Overlapping Clusters and Deterministic Constraints
    Download  www.jair.org
    Dan Geiger, Christopher Meek, Ydo Wexler
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