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    JMLR
    2007
    137views more  JMLR 2007»
    Building Blocks for Variational Bayesian Learning of Latent Variable Models
    14 years 13 days ago
    Building Blocks for Variational Bayesian Learning of Latent Variable Models
    Download  jmlr.csail.mit.edu
    We introduce standardised building blocks designed to be used with variational Bayesian learning. The blocks include Gaussian variables, summation, multiplication, nonlinearity, a...
    Tapani Raiko, Harri Valpola, Markus Harva, Juha Ka...
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    JMLR
    2007
    104views more  JMLR 2007»
    Learnability of Gaussians with Flexible Variances
    14 years 13 days ago
    Learnability of Gaussians with Flexible Variances
    Download  jmlr.csail.mit.edu
    Gaussian kernels with flexible variances provide a rich family of Mercer kernels for learning algorithms. We show that the union of the unit balls of reproducing kernel Hilbert s...
    Yiming Ying, Ding-Xuan Zhou
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    JMLR
    2007
    48views more  JMLR 2007»
    A Unified Continuous Optimization Framework for Center-Based Clustering Methods
    14 years 13 days ago
    A Unified Continuous Optimization Framework for Center-Based Clustering Methods
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    Marc Teboulle
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    JMLR
    2007
    50views more  JMLR 2007»
    Nonlinear Boosting Projections for Ensemble Construction
    14 years 13 days ago
    Nonlinear Boosting Projections for Ensemble Construction
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    Nicolás García-Pedrajas, Cesar Garc&...
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    JMLR
    2007
    58views more  JMLR 2007»
    Distances between Data Sets Based on Summary Statistics
    14 years 13 days ago
    Distances between Data Sets Based on Summary Statistics
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    The concepts of similarity and distance are crucial in data mining. We consider the problem of defining the distance between two data sets by comparing summary statistics compute...
    Nikolaj Tatti
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    JMLR
    2007
    101views more  JMLR 2007»
    Noise Tolerant Variants of the Perceptron Algorithm
    14 years 13 days ago
    Noise Tolerant Variants of the Perceptron Algorithm
    Download  www.cs.tufts.edu
    A large number of variants of the Perceptron algorithm have been proposed and partially evaluated in recent work. One type of algorithm aims for noise tolerance by replacing the l...
    Roni Khardon, Gabriel Wachman
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    JMLR
    2007
    104views more  JMLR 2007»
    Comments on the "Core Vector Machines: Fast SVM Training on Very Large Data Sets"
    14 years 13 days ago
    Comments on the "Core Vector Machines: Fast SVM Training on Very Large Data Sets"
    Download  jmlr.csail.mit.edu
    In a recently published paper in JMLR, Tsang et al. (2005) present an algorithm for SVM called Core Vector Machines (CVM) and illustrate its performances through comparisons with ...
    Gaëlle Loosli, Stéphane Canu
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    JMLR
    2007
    87views more  JMLR 2007»
    A Probabilistic Analysis of EM for Mixtures of Separated, Spherical Gaussians
    14 years 13 days ago
    A Probabilistic Analysis of EM for Mixtures of Separated, Spherical Gaussians
    Download  jmlr.csail.mit.edu
    We show that, given data from a mixture of k well-separated spherical Gaussians in Rd, a simple two-round variant of EM will, with high probability, learn the parameters of the Ga...
    Sanjoy Dasgupta, Leonard J. Schulman
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