Handling polysemy in description logic ontologies

Jun Fang, Lei Guo, Ning Yang

科研成果: 书/报告/会议事项章节会议稿件同行评审

1 引用 (Scopus)

摘要

Semantic Web technology highly depends on the quality of ontology as it reduces or eliminates conceptual confusion and reuses knowledge. In order to enhance quality of ontology, there is one major problem with lexical representation of ontology. Current lexical representation is term which may have different meanings, i.e., the term is polysemous, this can result in frustrating misunderstanding and ambiguity during the management and application of ontology. To solve this problem, sense is used to replace term as the lexical representation of concepts and properties for its unique meaning. The process of handling polysemy is to automatically disambiguate terms in ontology by using its surrounding ontology symbols and its nearby terms in annotated documents using this ontology. The right sense is assigned to a target term by maximizing the relatedness between the target and its neighbors. Experiments show our method has good performance. Comparing with the best word sense disambiguation method, the concept precision is almost 2 times than the precision of noun, and the property precision is almost 3 times than the precision of verb. The last experiment proves that our method is also effective in a semi-automatic process.

源语言英语
主期刊名Proceedings - 2010 7th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2010
1793-1797
页数5
DOI
出版状态已出版 - 2010
活动2010 7th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2010 - Yantai, Shandong, 中国
期限: 10 8月 201012 8月 2010

出版系列

姓名Proceedings - 2010 7th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2010
4

会议

会议2010 7th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2010
国家/地区中国
Yantai, Shandong
时期10/08/1012/08/10

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