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A Hierarchical Text Rating System for Objectionable Documents
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  • A Hierarchical Text Rating System for Objectionable Documents
  • A Hierarchical Text Rating System for Objectionable Documents
저자명
Jeong. Chi-Yoon,Han. Seung-Wan,Nam. Taek-Yong
간행물명
International journal of information processing systems
권/호정보
2005년|1권 1호|pp.22-26 (5 pages)
발행정보
한국정보처리학회
파일정보
정기간행물|ENG|
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기타
이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
서지반출

기타언어초록

In this paper, we classified the objectionable texts into four rates according to their harmfulness and proposed the hierarchical text rating system for objectionable documents. Since the documents in the same category have similarities in used words, expressions and structure of the document, the text rating system, which uses a single classification model, has low accuracy. To solve this problem, we separate objectionable documents into several subsets by using their properties, and then classify the subsets hierarchically. The proposed system consists of three layers. In each layer, we select features using the chi-square statistics, and then the weight of the features, which is calculated by using the TF-IDF weighting scheme, is used as an input of the non-linear SVM classifier. By means of a hierarchical scheme using the different features and the different number of features in each layer, we can characterize the objectionability of documents more effectively and expect to improve the performance of the rating system. We compared the performance of the proposed system and performance of several text rating systems and experimental results show that the proposed system can archive an excellent classification performance.