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Quantitative function for community detection
Li, Zhenping1,2; Zhang, Shihua2,3; Wang, Rui-Sheng4; Zhang, Xiang-Sun2; Chen, Luonan5,6
2008-03-01
发表期刊PHYSICAL REVIEW E
ISSN1539-3755
卷号77期号:3页码:9
摘要We propose a quantitative function for community partition-i.e., modularity density or D value. We demonstrate that this quantitative function is superior to the widely used modularity Q and also prove its equivalence with the objective function of the kernel k means. Both theoretical and numerical results show that optimizing the new criterion not only can resolve detailed modules that existing approaches cannot achieve, but also can correctly identify the number of communities.
DOI10.1103/PhysRevE.77.036109
语种英语
WOS研究方向Physics
WOS类目Physics, Fluids & Plasmas ; Physics, Mathematical
WOS记录号WOS:000254539900017
出版者AMER PHYSICAL SOC
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/6401
专题应用数学研究所
通讯作者Zhang, Xiang-Sun
作者单位1.Beijing Wuzi Univ, Beijing 101149, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China
3.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
4.Renmin Univ China, Sch Informat, Beijing 100872, Peoples R China
5.Shanghai Univ, Inst Syst Biol, Shanghai 200444, Peoples R China
6.Osaka Sangyo Univ, Dept Elect Engn & Elect, Osaka 5748530, Japan
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GB/T 7714
Li, Zhenping,Zhang, Shihua,Wang, Rui-Sheng,et al. Quantitative function for community detection[J]. PHYSICAL REVIEW E,2008,77(3):9.
APA Li, Zhenping,Zhang, Shihua,Wang, Rui-Sheng,Zhang, Xiang-Sun,&Chen, Luonan.(2008).Quantitative function for community detection.PHYSICAL REVIEW E,77(3),9.
MLA Li, Zhenping,et al."Quantitative function for community detection".PHYSICAL REVIEW E 77.3(2008):9.
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