LCM: A Latent Communities Model based Community Detection Algorithm | |
Zhao, QH (Zhao, Qinghua) [1] , [2] , [3]; Jiang, TH (Jiang, Tonghai) [1] , [3]; Zhao, F (Zhao, Fan) [1] , [3]; Ma, B (Ma, Bo) [1] , [3] | |
2018 | |
会议日期 | AUG 16-18, 2018 |
会议地点 | Beijing, PEOPLES R CHINA |
关键词 | communitydetection latentfactors expectation-maximization |
英文摘要 | Community detection in complex networks is a challenging task. In this work we introduce a novel latent communities model (LCM) that models the communities as latent factors of networks and reveals the communities by expectation-maximization algorithm. LCM can model the community membership explicitly with values between zero and one. What's more, we propose a modified purity to evaluate the performance of community detection. Experimental results on both synthetic network and real-world networks demonstrate that LCM can achieve comparable performance. |
会议录 | 2018 IEEE/CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA (ICCC)
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内容类型 | 会议论文 |
源URL | [http://ir.xjipc.cas.cn/handle/365002/8359] ![]() |
专题 | 新疆理化技术研究所_多语种信息技术研究室 |
作者单位 | 1.Xinjiang Key Lab Minor Speech & Language Informat, Urumqi, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Urumqi 830011, Peoples R China |
推荐引用方式 GB/T 7714 | Zhao, QH ,Jiang, TH ,Zhao, F ,et al. LCM: A Latent Communities Model based Community Detection Algorithm[C]. 见:. Beijing, PEOPLES R CHINA. AUG 16-18, 2018. |
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