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Two-class Text Categorization Method Based on Naive Bayes and GA
基于朴素贝叶斯和遗传算法的两类文本分类方法

Keywords: Text classification,Genetic algorithm,Optimal dividing line,Text two-dimensional space,Naive Bayesian classifier
文本分类
,遗传算法,最优分割线,文本二维空间,朴素贝叶斯分类器

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Abstract:

A two-class text categorization method based on Naive Bayes and GA is proposed. It transforms a Naive Bayesian classifier into a problem of search for a division line that fits the text data set distribution in a constructed two-dimensional space. A genetic algorithm is used to search an optimal division line on unreliable text area. The experiment results on a chinese text data set consisting of 12600 texts show that our method has good performance and efficiency. The precision, recall and F1 are 97.98%, 9...

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