A class of improved algorithms for detecting communities in complex networks
文献类型:期刊论文
作者 | Xiang, Ju1; Hu, Ke1; Tang, Yi1,2 |
刊名 | PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS
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出版日期 | 2008-05-15 |
卷号 | 387页码:3327-3334 |
关键词 | complex network community structure edge betweenness edge-clustering coefficient |
ISSN号 | 0378-4371 |
DOI | 10.1016/j.physa.2008.01.105 |
英文摘要 | Detecting communities in complex networks is of considerable importance for understanding both the structure and function of the networks. Here, we propose a class of improved algorithms for community detection, by combining the betweenness algorithm of Girvan and Newman with the edge weight defined by the edge-clustering coefficient. The improved algorithms are tested on some artificial and real-world networks, and the results show that they can detect communities of networks more effectively in both unweighted and weighted cases. In addition, the technique for improving the betweenness algorithm in this paper, thanks to its compatibility, can directly be applied to various detection algorithms. (C) 2008 Elsevier B.V. All rights reserved. |
WOS关键词 | METABOLIC NETWORKS ; IDENTIFICATION ; ORGANIZATION ; MODULARITY |
WOS研究方向 | Physics |
语种 | 英语 |
WOS记录号 | WOS:000255474100028 |
出版者 | ELSEVIER SCIENCE BV |
源URL | [http://119.78.100.186/handle/113462/28671] ![]() |
专题 | 中国科学院近代物理研究所 |
通讯作者 | Tang, Yi |
作者单位 | 1.Xiangtan Univ, Dept Phys, Xiangtan 411105, Peoples R China 2.Xiangtan Univ, Inst Modern Phys, Xiangtan 411105, Peoples R China |
推荐引用方式 GB/T 7714 | Xiang, Ju,Hu, Ke,Tang, Yi. A class of improved algorithms for detecting communities in complex networks[J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2008,387:3327-3334. |
APA | Xiang, Ju,Hu, Ke,&Tang, Yi.(2008).A class of improved algorithms for detecting communities in complex networks.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,387,3327-3334. |
MLA | Xiang, Ju,et al."A class of improved algorithms for detecting communities in complex networks".PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS 387(2008):3327-3334. |
入库方式: OAI收割
来源:近代物理研究所
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