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A Semantic-based Clustering Method to Build Domain Ontology from Multiple Heterogeneous Knowledge Sources

LING Ling HU Yu-jin WANG Xue-lin LI Cheng-gang

东华大学学报(英文版)2006,Vol.23Issue(2):1-7,7.
东华大学学报(英文版)2006,Vol.23Issue(2):1-7,7.

A Semantic-based Clustering Method to Build Domain Ontology from Multiple Heterogeneous Knowledge Sources

A Semantic-based Clustering Method to Build Domain Ontology from Multiple Heterogeneous Knowledge Sources

LING Ling 1HU Yu-jin 1WANG Xue-lin 1LI Cheng-gang1

作者信息

  • 1. School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074
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摘要

Abstract

In order to improve the efficiency of ontology construction from heterogeneous knowledge sources, a semantic-based approach is presented. The ontology will be constructed with the application of cluster technique in an incremental way.Firstly, terms will be extracted from knowledge sources and congregate a term set after pretreat-ment. Then the concept set will be built via semantic-based clustering according to semanteme of terms provided by WordNet. Next, a concept tree is constructed in terms of mapping rules between semanteme relationships and concept relationships. The semi-automatic approach can avoid non-consistence due to knowledge engineers having different understanding of the same concept and the obtained ontology is easily to be expanded.

关键词

ontology building/heterogeneous knowledge sources/semantic-based clustering/WordNet

Key words

ontology building/heterogeneous knowledge sources/semantic-based clustering/WordNet

分类

社会科学

引用本文复制引用

LING Ling,HU Yu-jin,WANG Xue-lin,LI Cheng-gang..A Semantic-based Clustering Method to Build Domain Ontology from Multiple Heterogeneous Knowledge Sources[J].东华大学学报(英文版),2006,23(2):1-7,7.

基金项目

We gratefully acknowledge the support of NSFC (China) under grant 50475142. (China)

东华大学学报(英文版)

1672-5220

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