Detecting community structure in complex networks based on a measure of information discrepancy
文献类型:期刊论文
作者 | Zhang, Junhua1; Zhang, Shihua1,2; Zhang, Xiang-Sun1 |
刊名 | Physica a-statistical mechanics and its applications
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出版日期 | 2008-03-01 |
卷号 | 387期号:7页码:1675-1682 |
关键词 | Complex network Community structure Measure of information discrepancy (mid) |
ISSN号 | 0378-4371 |
DOI | 10.1016/j.physa.2007.10.061 |
通讯作者 | Zhang, junhua(zjh@amt.ac.cn) |
英文摘要 | Properties of complex networks, such as small-world property, power-law degree distribution, network transitivity, and network-community structure which seem to be common to many real-world networks have attracted great interest among researchers. in this study, global information of the networks is considered by defining the profile of any node based on the shortest paths between it and all the other nodes in the network; then a useful iterative procedure for community detection based on a measure of information discrepancy and the popular modular function q is presented. the new iterative method does not need any prior knowledge about the community structure and can detect an appropriate number of communities, which can be hub communities or non-hub communities. the computational results of the method on real networks confirm its capability. (c) 2007 elsevier b.v. all rights reserved. |
WOS关键词 | METABOLIC NETWORKS ; BIOLOGICAL NETWORKS ; ORGANIZATION ; DISTANCE |
WOS研究方向 | Physics |
WOS类目 | Physics, Multidisciplinary |
语种 | 英语 |
WOS记录号 | WOS:000253188700026 |
出版者 | ELSEVIER SCIENCE BV |
URI标识 | http://www.irgrid.ac.cn/handle/1471x/2388723 |
专题 | 中国科学院大学 |
通讯作者 | Zhang, Junhua |
作者单位 | 1.Chinese Acad Sci, Beijing 100080, Peoples R China 2.Grad Univ, Chinese Acad Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Junhua,Zhang, Shihua,Zhang, Xiang-Sun. Detecting community structure in complex networks based on a measure of information discrepancy[J]. Physica a-statistical mechanics and its applications,2008,387(7):1675-1682. |
APA | Zhang, Junhua,Zhang, Shihua,&Zhang, Xiang-Sun.(2008).Detecting community structure in complex networks based on a measure of information discrepancy.Physica a-statistical mechanics and its applications,387(7),1675-1682. |
MLA | Zhang, Junhua,et al."Detecting community structure in complex networks based on a measure of information discrepancy".Physica a-statistical mechanics and its applications 387.7(2008):1675-1682. |
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来源:中国科学院大学
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