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Interaction-based social relationship type identification in microblog

  • Beihang University
  • Jiangxi University of Finance and Economics

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Relationships in Microblogging services are lack of explicit meaningful labels, such as "colleagues", "family members", etc. The state-of-the-arts mainly work on mining only one particular relationship type such as advisor-advisee relationship for specific social networks. Moreover, few work focuses on relationship identification in Microblog based on link analysis. In Micro-blog, words in interactive tweets between users may provide clues for relationship type identification. In this study, we propose a two-step framework to infer the different social relationship types between users in Microblog. Firstly, a generative model UIRCT (User Interaction-based Relationship-related Community Topic) is proposed to discover relationship-related communities based on interactive content between users. We then profile the discovered communities with different relationship type labels by utilizing external resource. Experiment results on Sina Weibo dataset demonstrate that our proposed framework can identify different meaningful relationship types effectively.

源语言英语
主期刊名Behavior and Social Computing - Int. Workshop on Behavior and Social Informatics, BSI 2013 and Int. Workshop on Behavior and Social Informatics and Computing, BSIC 2013, Revised Selected Papers
出版商Springer Verlag
151-164
页数14
ISBN(印刷版)9783319040479
DOI
出版状态已出版 - 2013
活动International Workshop on Behavior and Social Informatics, BSI 2013 and International Workshop on Behavior and Social Informatics and Computing, BSIC 2013 - Beijing, 中国
期限: 3 8月 20139 8月 2013

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
8178 LNAI
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议International Workshop on Behavior and Social Informatics, BSI 2013 and International Workshop on Behavior and Social Informatics and Computing, BSIC 2013
国家/地区中国
Beijing
时期3/08/139/08/13

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