A Collaborative Filtering Algorithm Based on Global and Domain Authorities

被引:0
|
作者
Zhou, Li [1 ]
Zhang, Yong [1 ]
Xing, Chun-Xiao [1 ]
机构
[1] Tsinghua Univ, Res Inst Informat Technol, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
关键词
Collaboration Filtering; Global Authority; Domain Authority;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Collaborative filtering has been very successful in both applications and researches. In real situation, different users may have different influences on other users' decisions. Those authoritative users usually play more important roles. But few existing collaborative filtering algorithms consider the authorities of users. In this paper, we present the concepts of global and domain authorities of users, and apply them in collaborative filtering algorithms. This paper designs the experiments and discusses the effects of global and domain authorities. ne initial results show our method can improve the performance of collaborative filtering algorithm.
引用
收藏
页码:164 / 173
页数:10
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