计算机科学 ›› 2014, Vol. 41 ›› Issue (2): 55-58.
陈伯伦,陈崚,邹盛荣,徐秀莲
CHEN Bo-lun,CHEN Ling,ZOU Sheng-rong and XU Xiu-lian
摘要: 二分网络社区挖掘对复杂网络有重要的理论意义和应用价值。提出了一个基于矩阵分解的二分网络社区挖掘算法。该算法首先将二分网络分为两个部分,每个部分尽可能保存完整的社区信息,然后分别对两个部分进行递归的拆分,直至不能拆分为止。在拆分的过程中,应用矩阵分解,使得到的分解能与网络的相关矩阵的行空间尽可能接近,即尽可能保持原图的社区信息。实验结果表明,该算法在不需任何额外参数的情况下,不但能较准确地识别实际网络的社区个数,而且可以获得很好的划分效果。
[1] Newman M E J.The structure and function of complex networks[J].SIAM Rev.,2003(45):16-256 [2] Strogatz S H.Exploring complex networks[J].Nature,2001(410):268-276 [3] Newman M E J.Scientific collaboration networks.I.networkconstruction and fundamental results[J].Physical Review E,2001,64:016131 [4] Newman M E J.Scientific collaboration networks.II.shortestpaths,weighted networks,and centrality[J].Physical Review E,2001,64:016132 [5] Le Blond S,Guillaume J L,LatapyM.C lustering in P2P exchanges and consequences on performances[C]∥Castro M,Renesse R.Peer- to-Peer Systems IV.Berlin:Heidelberg,2005:193-204 [6] Watts D J,Strogatz S H.Collective dynamics of small world networks[J].Nature,1998,3:440-442 [7] 刘爱芬,付春花,张增平,等.中国大陆电影网络的实证统计研究[J].复杂系统与复杂性科学,2007,4(3):10-16 [8] Robins G,Alexander M.Small worlds among interlocking directors:network structure and distance in bipartite graphs[J].Computational & Mathematical organization Theory,2004,0:69-94 [9] Battiston S,Catanzaro M.Statistical properties of corporateboard and director networks[J].European Physics Journal B,2004,8:345-352 [10] Ergun G.Human sexual contact network as a bipartite graph[J].Physica A,2002,8:483-488 [11] Lambiotte R,Ausloos M.Uncovering collective listening habits and music genres in bipartite networks[J].Physical Review E,2005,72:066107 [12] 陈文琴,陆君安,梁佳.疾病基因网络的二分图投影分析[J].复杂系统与复杂性科学,2009,6(1):13-19 [13] Lind P G,Gonzalez M C,Herrmann H J.Cycles and clustering in bipartite networks[J].Physical Review E,2005,2:056127 [14] Zhang P,Wang J L,Li X J,et al.Clustering coefficient and community structure of bipartite networks[J].Physica A,2008,7:6869-6875 [15] 吴亚晶,狄增如,等.基于资源分布矩阵的二分网聚类方法[J].北京师范大学学报:自然科学版,2010,46(5):643-646 [16] Michael J.Barber,Modularity and community detection in bipartite networks[J].Phys.Rev.E 76,066102,2007 [17] Lehmann S,Schwartz M,Hansen L K.Biclique communities[J].Phys.Rev.E,2008,78(1):016108 [18] Raghavan U N,Albert R,Kumara S.Near linear time algorithm to detect community structures in large-scale networks[J].Phys.Rev.E,2007,76(3):036106 [19] Liu X,Murata T.How does label propagation algorithm work in bipartite networks?[C]∥ Proceedings of the 2009IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology,WI-IAT ’09.Washington,DC,USA,2009 [20] Du N,Wang B,Wu B,et al.Overlapping Community Detection in Bipartite Networks[C]∥WI.2008:176-179 [21] 王洋,狄增如,樊琪.二分网络社团结构的比较性定义[J].复杂系统与复杂性科学,2009,6(4):40-44 [22] Newman M E J.Modularity and Community Structure in Networks [J].Proc Natl Acad Sci USA,2006,103(23):8577-8582 [23] Guimera R,Sales-Pardo M,Amaral L A.Module identification in bipartite and directed networks[J].Physical Review E,2007,6:036102 [24] Davis A,Gardner B B,Gardner M R.Deep South [M].Chicago:The University of Chicago Press,1941 [25] Scott J,Hughes M.The Anatomy of Scottish Capital:Scottish Companies and Scottish Capital[C]∥ CroomHelm.London,1980:1900-1979 |
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