计算机科学 ›› 2016, Vol. 43 ›› Issue (12): 153-157.doi: 10.11896/j.issn.1002-137X.2016.12.027
刘冰玉,王翠荣,王聪,苑迎
LIU Bing-yu, WANG Cui-rong, WANG Cong and YUAN Ying
摘要： 通过挖掘大数据来识别复杂社会网络上的社区,有利于对经济、政治、人口等方面的重要问题进行定量研究,社区的识别算法已经成为当前研究的热点问题。重点研究了重叠社区识别问题,提出了基于引力因子的加权复杂网络的重叠社区识别算法GWCR。该算法首先选取万有引力因子大的节点为中心节点,将节点与中心节点之间的引力因子作为衡量标准,并将节点归入社区引力因子大于某一阈值的社区,最后通过识别重叠节点来识别重叠社区。在3个真实网络数据集上的实验结果表明,与传统的重叠社区识别算法相比,GWCR算法划分的社区的模块度较高。
| [1] Liu Y,Liu Q,Qin Z.Community detecting and feature analysisin real directed weighted social networks [J].Journal of Networks,2013,8(6):1432-1439 [2] Palla,Gergely,et al.Uncovering the overlapping community stru-cture of complex networks in nature and society[J].Nature,2005,435(7043):814-818 [3] Chen Duan-bing,Shang Ming-sheng,Li Xia.Two-phase Strategy on Overlapping Communities Detection[J].Computer Science,2013,40(1):225-228(in Chinese) 陈端兵,尚明生,李霞.重叠社区发现的两段策略[J].计算机科学,2013,40(1):225-228 [4] Lancichinetti A,Radicchi F,Ramasco J J,et al.Finding statistically significant communities in networks[J].PloS one,2011,6(4):3360338 [5] Baumes J,Goldberg M,Magdon-Ismail M.Efficient identifica-tion of overlapping communities[C]∥Intelligence and Security Informatics.Springer Berlin Heidelberg,2005:27-36 [6] Kim Y,Jeong H.Map equation for link communities[J].Physical Review E Statistical Nonlinear & Soft Matter Physcis,2011,84(2):1402-1409 [7] Lv T Y,Xie W,Zheng W,et al.Analysis of community evaluation criterion and discovery algorithm of weighted complex network [J].Acta Physica Sinica,2012,1(21):210511(in Chinese) 吕天阳,谢文艳,郑纬民,等.加权复杂网络社团的评价指标及其发现算法分析[J].物理学报,2012,1(21):210511 [8] Lou X,Suykens J A.Finding communities in weighted networks through synchronization [J].Chaos:An Interdisciplinary Journal of Nonlinear Science,2011,21(4):744-783 [9] Huang Jia-xin,Guo Kun,Guo Hong.Label Propagation Algo-rithm for Community Detection Based on Vertex Significance and Label Influence[J].Journal of Chinese Computer Systems,2015,36(6):1171-1175(in Chinese) 黄佳鑫,郭昆,郭红.融入节点重要性和标签影响力的标签传播社区发现算法[J].小型微型计算机系统,2015,36(6):1171-1175 [10] Cheng S X,Cai K,Hu M.Detect overlapping and hierarchicalcommunity structure in networks[J].Physica A:Statistical Mechanics and its Applications,2009,388(8):1706-1712 [11] Newman M E J,Girvan M.Finding and evaluating communitystructure in networks[J].Physical review E,2004,69(2):26113 [12] Wu Zhi-hao,Lin You-fang,Wan Huai-yu,et al.Efficient overlapping community detection in huge real-world networks[J].Physica A:Statistical Mechanics and its Applications,2012,391(7):2475-2490 [13] Zachary W W.An information flow model for conflict and fission in small groups[J].Journal of nthropological Research,1977,33(4):452-473 [14] Leskovec J,Kleinberg J,Faloutsos C.Graphs over time:densification laws,shrinking diameters and possible explanations[C]∥Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery in Data Mining.2005 [15] Opsahl T,Panzarasa P.Clustering in weighted networks[J].Social networks,2009,31(2):155-163 [16] Gregory S.Finding overlapping communities in networks by label propagation[J].New Journal of Physics,2009,12(10):2011-2024 [17] Lancichinetti A,Fortunato S,Kertesz J.Detecting the over-lapping and hierarchical community structure in complex networks[J].New Journal of Physics,2009,11(3):19-44 [18] Adamcsek B,Palla G,Farkas I J,et al.CFinder:locating cliques and overlapping modules in biological netuork[J].Bioinforma-tics,2006,2(8):1021-1023 |
| No related articles found! |
|
||
首页