KMS Of Academy of mathematics and systems sciences, CAS
Quantitative function for community detection | |
Li, Zhenping1,2; Zhang, Shihua2,3![]() ![]() | |
2008-03-01 | |
发表期刊 | PHYSICAL REVIEW E
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ISSN | 1539-3755 |
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. |
DOI | 10.1103/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 |
推荐引用方式 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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