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A Temporal-Topic Model for Friend Recommendations in Chinese Microblogging Systems
Nan Zheng; Shuangyong Song; Hongyun Bao
Source PublicationIEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS: SYSTEMS
2015
Volume45Issue:9Pages:1245-1253
AbstractDue to its brief form and growing populaity, microbogging is becoming people's favorite choice for seeking information and expressing opinions. Messages received by a user mainly depend on whom the use follows. Thus, rcommending user with smilar interests may inprove the experience quality for information reveiving. Since messages posted by microblogging user reflect their main focus to a large extent, we can discover users' preferences by analyzing the user-generated contents. Moreover, users' interests are not static, on the contrary, they change as time goes by. Based on such intuitions, in this paper, we propose a temporal-topic model to analyze users' possible behaviors and predict their potential friends in microblogging. The model learns users'  latent preferences by extracting keywords on aggregated messages over a period of time via a topic model, and then the impact of time is considered to deal with interest drifts. The experimental results of friend recommendations on Sina Weibo, one of the most popular microblogging sites in China, have demonstrated the effectiveness of our model.
KeywordRecommendations Interest Drifts Microblogging Sina Weibo Topic Model.
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/19730
Collection复杂系统管理与控制国家重点实验室_复杂系统研究
Affiliationthe State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Nan Zheng,Shuangyong Song,Hongyun Bao. A Temporal-Topic Model for Friend Recommendations in Chinese Microblogging Systems[J]. IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS: SYSTEMS,2015,45(9):1245-1253.
APA Nan Zheng,Shuangyong Song,&Hongyun Bao.(2015).A Temporal-Topic Model for Friend Recommendations in Chinese Microblogging Systems.IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS: SYSTEMS,45(9),1245-1253.
MLA Nan Zheng,et al."A Temporal-Topic Model for Friend Recommendations in Chinese Microblogging Systems".IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS: SYSTEMS 45.9(2015):1245-1253.
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