In the public security information text，the vocabulary entries in different positions own obviously different ability to distinguish the text categorization. According to the features of the public security information text，this paper introduces the regional weight modulus，improves the classic TF-IDF. It makes the weight of vocabulary entry can full-scale express the contributions on the text’s category.
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