单世民

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副教授

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:软件学院、国际信息与软件学院

学科:软件工程

办公地点:大连理工大学开发区校区综合楼

联系方式:13942693308

电子邮箱:ssm@dlut.edu.cn

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Homonyms Discovery in Folksonomy Based on User Community Analysis

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论文类型:期刊论文

发表时间:2016-01-01

发表刊物:电子科技学刊(英文版)

收录刊物:CSCD、Scopus

卷号:14

期号:3

页面范围:275-280

ISSN号:1674-862X

摘要:Due to the capability of reflecting social perception on semantic of resources, folksonomy has been proposed to improve the social learning for education and scholar researching. However, its actual impact is significantly influenced by the semantic ambiguity problem of tags. So, in this paper, we proposed a novel way of detecting homonyms, one of the main sources of tag's semantic ambiguity problem, in noisy folksonomies. The study is based on two hypotheses: 1) Users having different interests tend to have different understanding of the same tag. 2) Users having similar interest tend to have common understanding of the same tag. Therefore, we firstly discover user communities according to users' interests. Then, tag contexts are discovered in subsets of folksonomy on the basis of user communities. The experimental results show that our method is effective and outperform the method finding tag contexts using all tags in folksonomy with overlapping clustering algorithm especially when various users having different interests are contained by the folksonomy.