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    NIPS
    2007
    124views Information Technology» more  NIPS 2007»
    Variational Inference for Diffusion Processes
    13 years 8 months ago
    Variational Inference for Diffusion Processes
    Download  books.nips.cc
    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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    EMNLP
    2010
    178views Natural Language Processing» more  EMNLP 2010»
    Turbo Parsers: Dependency Parsing by Approximate Variational Inference
    13 years 5 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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    FTML
    2008
    185views more  FTML 2008»
    Graphical Models, Exponential Families, and Variational Inference
    13 years 7 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
    13 years 8 months ago
    Gaussian Covariance and Scalable Variational Inference
    Download  people.mmci.uni-saarland.de
    Matthias W. Seeger
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    JAIR
    2006
    70views more  JAIR 2006»
    A Variational Inference Procedure Allowing Internal Structure for Overlapping Clusters and Deterministic Constraints
    13 years 7 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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