A citation similarity based community detection method in citation networks

Tianpeng Liu, Kan Li

科研成果: 书/报告/会议事项章节会议稿件同行评审

2 引用 (Scopus)
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摘要

Citation networks are important for us to understand the academic fields. By resolving the community structure, we can find out the subfields in the network. Many methods have been proposed to detect the communities in networks. However, they are not suitable to use directly in citation networks because they can be misled by some special papers and they do not take full advantage of the information contained in citation networks. To solve the problems, we propose a citation similarity based community detection method to detect the communities in citation networks. By transforming citation network to paper similarity network, we can use more information to resolve the community structure in citation networks and identify communities more precisely. The experiment results show that our method performs better in resolving community structure comparing with the method using directly in citation networks.

源语言英语
主期刊名Proceedings of 2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015
编辑Bing Xu
出版商Institute of Electrical and Electronics Engineers Inc.
146-149
页数4
ISBN(电子版)9781479919796
DOI
出版状态已出版 - 7 3月 2016
活动IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015 - Chongqing, 中国
期限: 19 12月 201520 12月 2015

出版系列

姓名Proceedings of 2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015

会议

会议IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015
国家/地区中国
Chongqing
时期19/12/1520/12/15

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引用此

Liu, T., & Li, K. (2016). A citation similarity based community detection method in citation networks. 在 B. Xu (编辑), Proceedings of 2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015 (页码 146-149). 文章 7428536 (Proceedings of 2015 IEEE Advanced Information Technology, Electronic and Automation Control Conference, IAEAC 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IAEAC.2015.7428536