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In this paper, we propose the chi2-classifier employing the chi2-test to test the homogeneity of two random samples of term vectors for text categorization decision. First, the properties of chi2-test for text categorization are studied. One of the advantages of chi2-test is that its significance level a is the same as the miss rate that provides a foundation for theoretical performance guarantee...
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