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    PAKDD
    2005
    ACM
    111views Data Mining» more  PAKDD 2005»
    Training Support Vector Machines Using Greedy Stagewise Algorithm
    15 years 7 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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    NIPS
    2004
    142views Information Technology» more  NIPS 2004»
    The Entire Regularization Path for the Support Vector Machine
    15 years 3 months ago
    The Entire Regularization Path for the Support Vector Machine
    Download  jmlr.csail.mit.edu
    The support vector machine (SVM) is a widely used tool for classification. Many efficient implementations exist for fitting a two-class SVM model. The user has to supply values fo...
    Trevor Hastie, Saharon Rosset, Robert Tibshirani, ...
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    NIPS
    2003
    113views Information Technology» more  NIPS 2003»
    Sparseness of Support Vector Machines---Some Asymptotically Sharp Bounds
    15 years 3 months ago
    Sparseness of Support Vector Machines---Some Asymptotically Sharp Bounds
    Download  books.nips.cc
    The decision functions constructed by support vector machines (SVM’s) usually depend only on a subset of the training set—the so-called support vectors. We derive asymptotical...
    Ingo Steinwart
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    ADCM
    2000
    61views more  ADCM 2000»
    Regularization Networks and Support Vector Machines
    15 years 1 months ago
    Regularization Networks and Support Vector Machines
    Download  cbcl.mit.edu
    Theodoros Evgeniou, Massimiliano Pontil, Tomaso Po...
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    NPL
    2002
    89views more  NPL 2002»
    The Equivalence of Support Vector Machine and Regularization Neural Networks
    15 years 1 months ago
    The Equivalence of Support Vector Machine and Regularization Neural Networks
    Download  www.staff.ncl.ac.uk
    Péter András
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