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A study of age gaps between online friends

  • Beijing Institute of Technology
  • Singapore Management University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

User attribute extraction on social media has gain considerable attention, while existing methods are mostly supervised which suffer great difficulty in insufficient gold standard data. In this paper, we validate a strong hypothesis based on homophily and adapt it to ensure the certainty of user attribute we extracted via weakly supervised propagation. Homophily, the theory which states that people who are similar tend to become friends, has been well studied in the setting of online social networks. When we focus on age attribute, based on this theory, online friends tend to have similar age. In this work, we take a step further and study the hypothesis that the age gap between online friends become even smaller in a larger friendship clique. We empirically validate our hypothesis using two real social network data sets. We further design a propagation-based algorithm to predict online users' age, leveraging the clique-based hypothesis. We find that our algorithm can outperform several baselines. We believe that this method could work as a way to enrich sparse data and the hypothesis we validated would shed light on exploring the proximity of other user attributes such as education as well.

源语言英语
主期刊名HT 2014 - Proceedings of the 25th ACM Conference on Hypertext and Social Media
出版商Association for Computing Machinery
页98-106
页数9
ISBN(印刷版)9781450329545
DOI
出版状态已出版 - 2014
活动25th ACM Conference on Hypertext and Social Media, HT 2014 - Santiago, 智利
期限: 1 9月 2014 → 4 9月 2014

丛书

姓名HT 2014 - Proceedings of the 25th ACM Conference on Hypertext and Social Media

会议

会议25th ACM Conference on Hypertext and Social Media, HT 2014
国家/地区智利
市Santiago
时期1/09/14 → 4/09/14

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