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文章基本信息

  • 标题:The 3A Personalized, Contextual and Relation-based Recommender System
  • 作者:Sandy El Helou ; Christophe Salzmann ; Denis Gillet
  • 期刊名称:Journal of Universal Computer Science
  • 印刷版ISSN:0948-6968
  • 出版年度:2010
  • 卷号:16
  • 期号:16
  • 页码:2179-2195
  • 出版社:Graz University of Technology and Know-Center
  • 摘要:This paper discusses the 3A recommender system that targets CSCL (computer-supported collaborative learning) and CSCW (computer-supported collaborative work) environments. The proposed system models user interactions in a heterogeneous graph. Then, it applies a personalized, contextual, and multi-relational ranking algorithm to simultaneously rank actors, activity spaces, and assets. The results of an empirical evaluation carried out on an Epinions dataset indicate that the proposed recommendation approach exploiting the trust and authorship networks performs better than user-based collaborative filtering in terms of recall.
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