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软件学报  2002 

A Regression Method Based on the Support Vectors for Classification
基于支持向量机分类的回归方法

Keywords: regression,classification,support vector machines,maximal margin
回归
,分类,支持向量,最大边缘

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Abstract:

The support vector machine is a classification technique based on the structural risk minimization principle, and it is also a class of regression method with good generalization ability. In this paper, a new idea that each regression problem can be changed into a classification problem is presented. The proposed method has some theoretical foundations. Compared with SVM regression method, the geometric meaning of optimization problem in this paper is very clear and obvious.

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