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The improved regression is proposed in this paper by training SVMs and only using support vectors. The method comes from the combination of support vector machines and regression. Firstly, all the training data are divided into the positive class and the negative one according to the signs of the errors. So the regression problem is transformed into the classification of two-class problem. The support...
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