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OALib Journal期刊
ISSN: 2333-9721
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Collective CHI and IG feature selection method
集合CHI与IG的特征选择方法

Keywords: text classification,feature weight,Chi-square statistic,information gain
文本分类
,特征选择,卡方统计,信息增益

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Abstract:

In order to make the selected features distribute intensively in a certain class and make features appear in that certain class as many as possible, this paper added the two adjusted parameters to the originally traditional CHI-square feature selection and IG feature selection method through analyzing the relevance between features and classes. Then it proposed a collective feature selection methodCCIFby combining with CHI and IG feature selection. Experiments show that CCIF improves the Micro-Pmore apparently by comparing with the traditional CHI and IG feature selection method.

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