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【答案】应助回帖
★ ★ ★ ★ ★ ★ ★ ★ ★ ★
shamolvzhou(oven1986代发): 金币+10, 代扣结帖。 2014-04-15 10:24:07
oven1986: 检索EPI+1, 感谢应助，鼓励一下。 2014-04-15 10:24:17
SCI收录
Enhanced Community Structure Detection in Complex Networks with Partial Background Information
作者:Zhang, ZY (Zhang, Zhong-Yuan)[ 1 ] ; Sun, KD (Sun, Kai-Di)[ 1 ] ; Wang, SQ (Wang, Si-Qi)[ 1 ]
SCIENTIFIC REPORTS
卷: 3
文献号: UNSP 3241
DOI: 10.1038/srep03241
出版年: NOV 19 2013
查看期刊信息
摘要
Community structure detection in complex networks is important since it can help better understand the network topology and how the network works. However, there is still not a clear and widely-accepted definition of community structure, and in practice, different models may give very different results of communities, making it hard to explain the results. In this paper, different from the traditional methodologies, we design an enhanced semi-supervised learning framework for community detection, which can effectively incorporate the available prior information to guide the detection process and can make the results more explainable. By logical inference, the prior information is more fully utilized. The experiments on both the synthetic and the real-world networks confirm the effectiveness of the framework.
作者信息
通讯作者地址: Zhang, ZY (通讯作者)
Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China.
地址:
[ 1 ] Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China
电子邮件地址:zhyuanzh@gmail.com
基金资助致谢
基金资助机构 授权号
National Natural Science Foundation of China
61203295
Program for Innovation Research in Central University of Finance and Economics
查看基金资助信息
出版商
NATURE PUBLISHING GROUP, MACMILLAN BUILDING, 4 CRINAN ST, LONDON N1 9XW, ENGLAND
类别 / 分类
研究方向:Science & Technology - Other Topics
Web of Science 类别:Multidisciplinary Sciences
文献信息
文献类型:Article
语种:English
入藏号: WOS:000327515300002
ISSN: 2045-2322
其他信息
IDS 号: 259GL
Web of Science 核心合集中的 "引用的参考文献": 14
Web of Science 核心合集中的 "被引频次": 0 |
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