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MKL-L0/1L_{0/1}-SVM

Abstract

We formulate the Multiple Kernel Learning (abbreviated as MKL) problem for the support vector machine with the infamous (0,1)(0,1)-loss function. Some first-order optimality conditions are given, which could be readily exploited to develop fast numerical solvers e.g., of the ADMM type.

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