Social Link Prediction Based on the Users' Information Transfer

被引:1
|
作者
Chen Yunfang [1 ]
Wang Tongli [1 ]
Zhang Wei [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Nanjing, Jiangsu, Peoples R China
关键词
Link prediction; Transfer entropy; Social network;
D O I
10.1007/978-3-319-45835-9_6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Link prediction is one of the hotspots in social network analysis. However, traditional prediction method based on node similarity of network topology does not take the characteristics of user-generated content into account. In this article, the user-generated content based on traditional link prediction method is introduced to predict new user relationships through common neighbors in the social networks. This method is an information-theoretic measure with a predictive interpretation that directly quantifies the strength of the effect of one user's content on another's. Experimental results show that content transfer combined with topology is more consistent with the real social network, which has better performance in link prediction.
引用
收藏
页码:64 / 76
页数:13
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