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In this paper, instead of using the Hinge loss in standard support vector machine, we introduce a weighted linear loss function and propose a weighted linear loss support vector machine (WLSVM) for large scale problems. The main characteristics of our WLSVM are: (1) by adding the weights on linear loss, the training points in the different positions are proposed to give different penalties, avoiding...
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