Journal of Computer Applications

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Improved approach to CHI in feature extraction

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  • Received:2007-09-10 Revised:1900-01-01 Online:2008-02-01 Published:2008-02-01

基于卡方统计的文本分类特征选择方法的研究

熊忠阳 张鹏招 张玉芳   

  1. 重庆市重庆大学计算机学院
  • 通讯作者: 张鹏招

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Abstract: Feature extraction technology is an essential part of text categorization, which directly affects the categorization precision. This paper comprehensively took frequency, distribution and concentration into account and proposed an improved Chisquare Statistic(CHI) approach. In order to verify the improved CHI approach, a contrastive experiment was carried out. The experimental results show that improved CHI approach is superior to traditional CHI approach in feature selection, which verifies the efficiency and probability of the improved CHI approach.

Key words: Feature extraction, CHI approach, frequency, concentration, distribution

摘要： 特征提取是文本分类过程中的一个重要环节,它的好坏将直接影响文本分类的准确率。在全面研究文本分类特征提取方法的基础上，分析了卡方统计的不足并提出了将频度、集中度、分散度应用到卡方统计方法上，对卡方统计进行改进，并通过实验对比改进前后的方法对文本分类效果的影响。在实验中，改进方法的分类效果要好于传统的方法，从而验证了改进方法的有效性和可行性。

关键词: 特征提取, 卡方统计, 频度, 集中度, 分散度

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