Unified dual for bi-class SVM approaches |
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| Authors: | L González C Angulo A Català |
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| Affiliation: | a Depto. de Economía Aplicada I, Universidad de Sevilla, E-41018 Sevilla, Spain
b GREC, Universitat Politècnica de Catalunya, E-08800, Vilanova i Geltrú, Spain |
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| Abstract: | 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. |
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| Keywords: | SVM Binary classification Large margin principle Kernels QP-problem |
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