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    JMLR
    2012
    256views Programming Languages» more  JMLR 2012»
    Globally Optimizing Graph Partitioning Problems Using Message Passing
    11 years 6 months ago
    Globally Optimizing Graph Partitioning Problems Using Message Passing
    Download  www.cs.huji.ac.il
    Graph partitioning algorithms play a central role in data analysis and machine learning. Most useful graph partitioning criteria correspond to optimizing a ratio between the cut a...
    Elad Mezuman, Yair Weiss
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    BIOCOMP
    2008
    135views Bioinformatics» more  BIOCOMP 2008»
    Prediction of Protein Function Using Graph Container and Message Passing
    13 years 5 months ago
    Prediction of Protein Function Using Graph Container and Message Passing
    Download  www.cs.siu.edu
    We introduce a novel parameter called container flux, which is used to measure the information sharing capacity between two distinct nodes in a graph. Other useful information, bot...
    Hongbo Zhou, Qiang Shawn Cheng, Mehdi Zargham
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    UAI
    2008
    216views Artificial Intelligence» more  UAI 2008»
    Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies
    13 years 5 months ago
    Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies
    Download  www.cs.huji.ac.il
    Inference problems in graphical models can be represented as a constrained optimization of a free energy function. It is known that when the Bethe free energy is used, the fixedpo...
    Tamir Hazan, Amnon Shashua
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    ECCV
    2008
    Springer
    212views Computer Vision» more  ECCV 2008»
    Efficiently Learning Random Fields for Stereo Vision with Sparse Message Passing
    14 years 6 months ago
    Efficiently Learning Random Fields for Stereo Vision with Sparse Message Passing
    Download  www.cs.grinnell.edu
    As richer models for stereo vision are constructed, there is a growing interest in learning model parameters. To estimate parameters in Markov Random Field (MRF) based stereo formu...
    Jerod J. Weinman, Lam Tran, Christopher J. Pal
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    JMLR
    2010
    164views more  JMLR 2010»
    Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms
    12 years 11 months ago
    Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms
    Download  jmlr.csail.mit.edu
    The Uncapacitated Facility Location Problem (UFLP) is one of the most widely studied discrete location problems, whose applications arise in a variety of settings. We tackle the U...
    Nevena Lazic, Brendan J. Frey, Parham Aarabi
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