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    ICML
    2008
    IEEE
    143views Machine Learning» more  ICML 2008»
    Training structural SVMs when exact inference is intractable
    14 years 8 months ago
    Training structural SVMs when exact inference is intractable
    Download  www.cs.cornell.edu
    While discriminative training (e.g., CRF, structural SVM) holds much promise for machine translation, image segmentation, and clustering, the complex inference these applications ...
    Thomas Finley, Thorsten Joachims
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    ICML
    2004
    IEEE
    134views Machine Learning» more  ICML 2004»
    Approximate inference by Markov chains on union spaces
    14 years 8 months ago
    Approximate inference by Markov chains on union spaces
    Download  www.ics.uci.edu
    A standard method for approximating averages in probabilistic models is to construct a Markov chain in the product space of the random variables with the desired equilibrium distr...
    Max Welling, Michal Rosen-Zvi, Yee Whye Teh
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    ICML
    2002
    IEEE
    95views Machine Learning» more  ICML 2002»
    Univariate Polynomial Inference by Monte Carlo Message Length Approximation
    14 years 8 months ago
    Univariate Polynomial Inference by Monte Carlo Message Length Approximation
    Download  www.csse.monash.edu.au
    We apply the Message from Monte Carlo (MMC) algorithm to inference of univariate polynomials. MMC is an algorithm for point estimation from a Bayesian posterior sample. It partiti...
    Leigh J. Fitzgibbon, David L. Dowe, Lloyd Allison
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    TSP
    2011
    230views more  TSP 2011»
    Bayesian Nonparametric Inference of Switching Dynamic Linear Models
    13 years 2 months ago
    Bayesian Nonparametric Inference of Switching Dynamic Linear Models
    Download  web.mit.edu
    —Many complex dynamical phenomena can be effectively modeled by a system that switches among a set of conditionally linear dynamical modes. We consider two such models: the switc...
    Emily B. Fox, Erik B. Sudderth, Michael I. Jordan,...
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    IJACTAICIT
    2010
    153views more  IJACTAICIT 2010»
    Prediction Using Recurrent Neural Network Based Fuzzy Inference system by the Modified Bees Algorithm
    13 years 2 months ago
    Prediction Using Recurrent Neural Network Based Fuzzy Inference system by the Modified Bees Algorithm
    Download  www.aicit.org
    In this paper, a recurrent neural network based fuzzy inference system (RNFIS) for prediction is proposed. A recurrent network is embedded in the RNFIS by adding feedback connecti...
    Zahra Khanmirzaei, Mohammad Teshnehlab
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