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Identification of overlapping community structure in complex networks using fuzzy c-means clustering

文献类型：期刊论文

作者Zhang, Shihua; Wang, Rui-Sheng; Zhang, Xiang-Sun
刊名PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS
出版日期2007-01-15
卷号374期号:1页码:483-490
关键词overlapping community structure modular function spectral mapping fuzzy c-means clustering complex network
ISSN号0378-4371
DOI10.1016/j.physa.2006.07.023
英文摘要Identification of (overlapping) communities/clusters in a complex network is a general problem in data mining of network data sets. In this paper, we devise a novel algorithm to identify overlapping communities in complex networks by the combination of a new modularity function based on generalizing NG's Q function, an approximation mapping of network nodes into Euclidean space and fuzzy c-means clustering. Experimental results indicate that the new algorithm is efficient at detecting both good clusterings and the appropriate number of clusters. (c) 2006 Elsevier B.V. All rights reserved.
WOS研究方向Physics
语种英语
WOS记录号WOS:000242906200048
出版者ELSEVIER SCIENCE BV
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/4240]  
专题应用数学研究所
通讯作者Zhang, Shihua
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China
2.Renmin Univ, Sch Informat, Beijing 100872, Peoples R China
推荐引用方式
GB/T 7714		 Zhang, Shihua,Wang, Rui-Sheng,Zhang, Xiang-Sun. Identification of overlapping community structure in complex networks using fuzzy c-means clustering[J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2007,374(1):483-490.
APA Zhang, Shihua,Wang, Rui-Sheng,&Zhang, Xiang-Sun.(2007).Identification of overlapping community structure in complex networks using fuzzy c-means clustering.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,374(1),483-490.
MLA Zhang, Shihua,et al."Identification of overlapping community structure in complex networks using fuzzy c-means clustering".PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS 374.1(2007):483-490.

入库方式： OAI收割

来源：数学与系统科学研究院

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