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    CVPR
    2010
    IEEE
    297views Computer Vision» more  CVPR 2010»
    Sufficient Dimensionality Reduction for Visual Sequence Classification
    15 years 5 months ago
    Sufficient Dimensionality Reduction for Visual Sequence Classification
    Download  ttic.uchicago.edu
    When classifying high-dimensional sequence data, traditional methods (e.g., HMMs, CRFs) may require large amounts of training data to avoid overfitting. In such cases dimensional...
    Alex Shyr, Raquel Urtasun, Michael Jordan
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    SDM
    2010
    SIAM
    153views Data Mining» more  SDM 2010»
    The Generalized Dimensionality Reduction Problem
    14 years 11 months ago
    The Generalized Dimensionality Reduction Problem
    Download  www.charuaggarwal.net
    The dimensionality reduction problem has been widely studied in the database literature because of its application for concise data representation in a variety of database applica...
    Charu C. Aggarwal
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    ICML
    2008
    IEEE
    129views Machine Learning» more  ICML 2008»
    Closed-form supervised dimensionality reduction with generalized linear models
    15 years 10 months ago
    Closed-form supervised dimensionality reduction with generalized linear models
    Download  www.cs.cmu.edu
    Irina Rish, Genady Grabarnik, Guillermo Cecchi, Fr...
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    ICML
    2004
    IEEE
    185views Machine Learning» more  ICML 2004»
    A kernel view of the dimensionality reduction of manifolds
    15 years 10 months ago
    A kernel view of the dimensionality reduction of manifolds
    Download  www.kyb.tuebingen.mpg.de
    Bernhard Schölkopf, Daniel D. Lee, Jihun Ham,...
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    KDD
    2002
    ACM
    146views Data Mining» more  KDD 2002»
    Non-linear dimensionality reduction techniques for classification and visualization
    15 years 9 months ago
    Non-linear dimensionality reduction techniques for classification and visualization
    Download  infolab.usc.edu
    Michail Vlachos, Carlotta Domeniconi, Dimitrios Gu...
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