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Research of Support Vector Classifier Based on Neighborhood Rough Set
基于邻域粗糙集的支持向量机分类方法研究

Keywords: Support vector machine,Neighborhood rough set,Preprocess,Attribute reduction
支持向量机
,邻域粗糙集,预处理,属性约简

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Abstract:

Support vector machine can not directly deal with high dimension and large scale training set and it is sensitive to abnormal samples,an improved support vector classifier based on neighborhood rough set was proposed.In the paper,data preprocessing was done on training set from two different sides.On the one hand,neighborhood rough set was used to find these samples in boundary and obtain a reduced training set,at the same time,those abnormal samples which not only lead to over-learning but also decrease th...

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