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Detect overlapping and hierarchical community structure in networks
Shen, Huawei1,2; Cheng, Xueqi1; Cai, Kai1; Hu, Mao-Bin3
2009-04-15
发表期刊PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS
ISSN0378-4371
卷号388期号:8页码:1706-1712
摘要Clustering and community structure is crucial for many network systems and the related dynamic processes. It has been shown that communities are usually overlapping and hierarchical. However, previous methods investigate these two properties of community structure separately. This paper proposes an algorithm (EAGLE) to detect both the overlapping and hierarchical properties of complex community structure together. This algorithm deals with the set of maximal cliques and adopts an agglomerative framework. The quality function of modularity is extended to evaluate the goodness of a cover. The examples of application to real world networks give excellent results. (c) 2008 Elsevier B.V. All rights reserved.
关键词Community detection EAGLE Modularity Overlapping & hierarchical community Maximal clique
DOI10.1016/j.physa.2008.12.021
收录类别SCI
语种英语
资助项目973 National Basic Research Program of China[2004CB318109] ; National Natural Science Foundation of China[60873245] ; National Natural Science Foundation of China[60872036]
WOS研究方向Physics
WOS类目Physics, Multidisciplinary
WOS记录号WOS:000264095500038
出版者ELSEVIER SCIENCE BV
引用统计
被引频次:509[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/11789
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Cheng, Xueqi
作者单位1.Chinese Acad Sci, Comp Technol Inst, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
3.Univ Sci & Technol China, Sch Engn Sci, Hefei 230026, Peoples R China
推荐引用方式
GB/T 7714
Shen, Huawei,Cheng, Xueqi,Cai, Kai,et al. Detect overlapping and hierarchical community structure in networks[J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2009,388(8):1706-1712.
APA Shen, Huawei,Cheng, Xueqi,Cai, Kai,&Hu, Mao-Bin.(2009).Detect overlapping and hierarchical community structure in networks.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,388(8),1706-1712.
MLA Shen, Huawei,et al."Detect overlapping and hierarchical community structure in networks".PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS 388.8(2009):1706-1712.
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