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    • A Note on Support Vector Machines Degeneracy 

      Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro (1999-08-11)
      When training Support Vector Machines (SVMs) over non-separable data sets, one sets the threshold $b$ using any dual cost coefficient that is strictly between the bounds of $0$ and $C$. We show that there exist SVM ...
    • Properties of Support Vector Machines 

      Pontil, Massimiliano; Verri, Alessandro (1997-08-01)
      Support Vector Machines (SVMs) perform pattern recognition between two point classes by finding a decision surface determined by certain points of the training set, termed Support Vectors (SV). This surface, which in some ...