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    » On the Noise Model of Support Vector Machines Regression
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    PAKDD
    2005
    ACM
    111views Data Mining» more  PAKDD 2005»
    Training Support Vector Machines Using Greedy Stagewise Algorithm
    14 years 2 months ago
    Training Support Vector Machines Using Greedy Stagewise Algorithm
    Download  ttic.uchicago.edu
    Abstract. Hard margin support vector machines (HM-SVMs) have a risk of getting overfitting in the presence of the noise. Soft margin SVMs deal with this
    Liefeng Bo, Ling Wang, Licheng Jiao
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    CORR
    2008
    Springer
    142views Education» more  CORR 2008»
    A Gaussian Belief Propagation Solver for Large Scale Support Vector Machines
    13 years 8 months ago
    A Gaussian Belief Propagation Solver for Large Scale Support Vector Machines
    Download  www.cs.huji.ac.il
    Support vector machines (SVMs) are an extremely successful type of classification and regression algorithms. Building an SVM entails solving a constrained convex quadratic program...
    Danny Bickson, Elad Yom-Tov, Danny Dolev
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    NIPS
    1996
    202views Information Technology» more  NIPS 1996»
    Improving the Accuracy and Speed of Support Vector Machines
    13 years 10 months ago
    Improving the Accuracy and Speed of Support Vector Machines
    Download  www.columbia.edu
    Support Vector Learning Machines (SVM) are nding application in pattern recognition, regression estimation, and operator inversion for ill-posed problems. Against this very genera...
    Christopher J. C. Burges, Bernhard Schölkopf
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    INCDM
    2010
    Springer
    308views Data Mining» more  INCDM 2010»
    Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool
    13 years 10 months ago
    Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool
    Download  repositorium.sdum.uminho.pt
    We present rminer, our open source library for the R tool that facilitates the use of data mining (DM) algorithms, such as neural Networks (NNs) and support vector machines (SVMs),...
    Paulo Cortez
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    IJON
    2006
    119views more  IJON 2006»
    Support vector machine for functional data classification
    13 years 8 months ago
    Support vector machine for functional data classification
    Download  www.dice.ucl.ac.be
    Abstract. Functional data analysis is a growing research field and numerous works present a generalization of the classical statistical methods to function classification or regres...
    Fabrice Rossi, Nathalie Villa
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