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    JMLR
    2006
    124views more  JMLR 2006»
    A Direct Method for Building Sparse Kernel Learning Algorithms
    13 years 7 months ago
    A Direct Method for Building Sparse Kernel Learning Algorithms
    Download  www.kyb.mpg.de
    Many kernel learning algorithms, including support vector machines, result in a kernel machine, such as a kernel classifier, whose key component is a weight vector in a feature sp...
    Mingrui Wu, Bernhard Schölkopf, Gökhan H...
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    BMCBI
    2008
    159views more  BMCBI 2008»
    Estimation and testing for the effect of a genetic pathway on a disease outcome using logistic kernel machine regression via log
    13 years 7 months ago
    Estimation and testing for the effect of a genetic pathway on a disease outcome using logistic kernel machine regression via log
    Download  www.biomedcentral.com
    Background: Growing interest on biological pathways has called for new statistical methods for modeling and testing a genetic pathway effect on a health outcome. The fact that gen...
    Dawei Liu, Debashis Ghosh, Xihong Lin
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    ESANN
    2000
    177views Neural Networks» more  ESANN 2000»
    Algorithmic approaches to training Support Vector Machines: a survey
    13 years 9 months ago
    Algorithmic approaches to training Support Vector Machines: a survey
    Download  www.iipl.fudan.edu.cn
    : Support Vector Machines (SVMs) have become an increasingly popular tool for machine learning tasks involving classi cation, regression or novelty detection. They exhibit good gen...
    Colin Campbell
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    SDM
    2012
    SIAM
    237views Data Mining» more  SDM 2012»
    A Distributed Kernel Summation Framework for General-Dimension Machine Learning
    11 years 10 months ago
    A Distributed Kernel Summation Framework for General-Dimension Machine Learning
    Download  www.cc.gatech.edu
    Kernel summations are a ubiquitous key computational bottleneck in many data analysis methods. In this paper, we attempt to marry, for the first time, the best relevant technique...
    Dongryeol Lee, Richard W. Vuduc, Alexander G. Gray
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    COLT
    2005
    Springer
    115views Machine Learning» more  COLT 2005»
    Approximating a Gram Matrix for Improved Kernel-Based Learning
    14 years 1 months ago
    Approximating a Gram Matrix for Improved Kernel-Based Learning
    Download  www.cs.rpi.edu
    Petros Drineas, Michael W. Mahoney
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