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    PAKDD
    2005
    ACM
    111views Data Mining» more  PAKDD 2005»
    Training Support Vector Machines Using Greedy Stagewise Algorithm
    14 years 29 days 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
    13 years 8 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
    13 years 8 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
    13 years 7 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
    13 years 7 months ago
    The Equivalence of Support Vector Machine and Regularization Neural Networks
    Download  www.staff.ncl.ac.uk
    Péter András
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