Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 0378-4371 |
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 |
DOI | 10.1016/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 | |
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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