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  • 标题:An Information Diffusion-Based Recommendation Framework for Micro-Blogging
  • 本地全文:下载
  • 作者:Cheng, Jiesi ; Sun, Aaron ; Hu, Daning
  • 期刊名称:Journal of the Association for Information Systems
  • 印刷版ISSN:1536-9323
  • 出版年度:2011
  • 卷号:12
  • 期号:7
  • 页码:2
  • 出版社:Association for Information Systems
  • 摘要:Micro-blogging is increasingly evolving from a daily chatting tool into a critical platform for individuals and organizations to seek and share real-time news updates during emergencies. However, seeking and extracting useful information from micro-blogging sites poses significant challenges due to the volume of the traffic and the presence of a large body of irrelevant personal messages and spam. In this paper, we propose a novel recommendation framework to overcome this problem. By analyzing information diffusion patterns among a large set of micro-blogs that play the role of emergency news providers, our approach selects a small subset as recommended emergency news feeds for regular users. We evaluate our diffusion-based recommendation framework on Twitter during the early outbreak of H1N1 Flu. The evaluation results show that our method results in more balanced and comprehensive recommendations compared to benchmark approaches.
  • 关键词:Micro-blogging; Recommender System; Information Diffusion.
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