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文章基本信息

  • 标题:Exclusive Partition in FCM-type Co-clustering and Its Application to Collaborative Filtering
  • 本地全文:下载
  • 作者:Katsuhiro Honda ; Chi-Hyon Oh ; Yui Matsumoto
  • 期刊名称:International Journal of Computer Science and Network Security
  • 印刷版ISSN:1738-7906
  • 出版年度:2012
  • 卷号:12
  • 期号:12
  • 页码:52-58
  • 出版社:International Journal of Computer Science and Network Security
  • 摘要:The task of collaborative filtering has close relation to co-clustering, in which personalized recommendation is achieved by connecting users with items to be preferred. FCM-type co-clustering extracts user-item co-clusters, in which users are assigned to clusters in an exclusive manner while item partitions are not necessarily exclusive and each item can be shared (rejected) by multiple (all) clusters. In this paper, an exclusive constraint is introduced into FCM-type co-clustering and the clustering model is demonstrated to be useful in collaborative filtering task.
  • 关键词:Fuzzy clustering; Co-clustering; Collaborative filtering; Exclusive partition
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