Confidence-based link/Attribute Inference based on friends ship circles

Jui His Eu, Jui Hung Chang, Chun Yu Ke, Sing Ling Lee

研究成果: Conference contribution

3 引文 斯高帕斯(Scopus)

摘要

In this paper we discuss how to determine the appropriate order when recommending new friends or new interests based on the confidence scores generated by using SVM on a social network. The main idea is analyzing the ego's friendship circles to fmd interests or friends which are not currently included in their profile, and then the confidence scores obtained by SVM are used to decide which interests or friends should be recommended in every turn, based on the focal individual's network structure, also called an ego network. The novel factor in this approach is that it does not make recommendations using a fixed order. This is because a fixed order would make some improper recommendations, then mislead next recommendation, and obtain increasingly less accuracy results. In our experiments, it is shown that the accuracy achieved when using our confidence score order is better than that with a fixed order, even when there is very little information contained in a person's profile.

原文English
主出版物標題12th International Conference on Advances in Mobile Computing and Multimedia, MoMM 2014
編輯Yu-Hui Tao, Hsin-Chang Yang, I-Hsien Ting, Matthias Steinbauer, Ismail Khalil, Gabriele Anderst-Kotsis
發行者Association for Computing Machinery
頁面330-335
頁數6
ISBN(電子)9781450330084
DOIs
出版狀態Published - 2014 12月 8
事件12th International Conference on Advances in Mobile Computing and Multimedia, MoMM 2014 - Kaohsiung, Taiwan
持續時間: 2014 12月 82014 12月 10

出版系列

名字12th International Conference on Advances in Mobile Computing and Multimedia, MoMM 2014

Other

Other12th International Conference on Advances in Mobile Computing and Multimedia, MoMM 2014
國家/地區Taiwan
城市Kaohsiung
期間14-12-0814-12-10

All Science Journal Classification (ASJC) codes

  • 電腦網路與通信
  • 電腦繪圖與電腦輔助設計
  • 電腦科學應用

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