A Fuzzy Similarity-based Approach for Multi-label Document Classification

时间:2013-06-29 11:37:44
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文件名称:A Fuzzy Similarity-based Approach for Multi-label Document Classification

文件大小:212KB

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更新时间:2013-06-29 11:37:44

Multi-label document classification; fuzzy similarity

Multi-label document classification concerns the determination of categories in the situation where one document may belong to more than one category. In this paper we propose a fuzzy similarity-based approach for multi-label document classification. For a test document, the scores of its relevance to the classes are calculated based on a modified fuzzy similarity measure. The test document is then decided to belong to every class whose score passes a threshold. To make the system adaptive, we provide a heuristic approach to find a score threshold automatically for each class. Experimental results show that our proposed method is more effective and efficient than other existing methods.


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