Unified dual for bi-class SVM approaches

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摘要

SVM theory was originally developed on the basis of a separable binary classification problem, and other approaches have been later introduced. In this paper, we demonstrated that all these approaches admit the same dual problem formulation.

论文关键词：SVM,Binary classification,Large margin principle,Kernels,QP-problem

论文评审过程：Received 28 February 2005, Accepted 14 March 2005, Available online 31 May 2005.

论文官网地址：https://doi.org/10.1016/j.patcog.2005.03.019