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New support vector machine formulations and algorithms with application to biomedical data analysis
(Georgia Institute of Technology, 2011-06-13)
The Support Vector Machine (SVM) classifier seeks to find the separating hyperplane wx=r that maximizes the margin distance 1/||w||2^2. It can be formalized as an optimization problem that minimizes the hinge loss Ʃ[subscript ...