A New Correlation-based Information Diffusion Prediction

被引:3
|
作者
Lee, Jong-Ryul [1 ]
Chung, Chin-Wan [1 ,2 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Comp Sci, 291 Daehak Ro, Daejeon, South Korea
[2] Korea Adv Inst Sci & Technol, Div Web Sci & Technol, Daejeon, South Korea
基金
新加坡国家研究基金会;
关键词
Information Diffusion; Recommendation; Social Networks;
D O I
10.1145/2567948.2579241
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For predicting the diffusion process of information, we introduce and analyze a new correlation between the information adoptions of users sharing a friend in online social networks. Based on the correlation, we propose a probabilistic model to estimate the probability of a user's adoption using the naive Bayes classifier. Next, we build a recommendation method using the probabilistic model. Finally, we demonstrate the effectiveness of the proposed method with the data front Flickr and Movielens which are well-known web services. For all cases in the experiments, the proposed method is more accurate than comparison methods.
引用
收藏
页码:793 / 798
页数:6
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