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文章基本信息

  • 标题:Unsupervised Tag Sense Disambiguation in Folksonomies
  • 本地全文:下载
  • 作者:Liu, Kaipeng ; Fang, Binxing ; Zhang, Weizhe
  • 期刊名称:Journal of Computers
  • 印刷版ISSN:1796-203X
  • 出版年度:2010
  • 卷号:5
  • 期号:11
  • 页码:1715-1722
  • DOI:10.4304/jcp.5.11.1715-1722
  • 语种:English
  • 出版社:Academy Publisher
  • 摘要:Disambiguating tag senses can benefit many applications leveraging folksonomies as knowledge sources. In this paper, we propose an unsupervised tag sense disambiguation approach. For a target tag, we model all the annotations involving it with a 3-order tensor to fully explore the multi-type interrelated data. We perform spectral clustering over the hypergraph induced from the 3-order tensor to discover the clusters representing the senses of the target tag. We conduct experiments on a dataset collected from a real-world system. Both the supervised and unsupervised evaluation results demonstrate the effectiveness of the proposed approach.
  • 关键词:social tagging;sense disambiguation;spectral clustering
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