期刊文献+

基于边链接权重的局部社团探测算法

Algorithm for Mining Hierarchical Community Based on Link Weighting
下载PDF
导出
摘要 针对大规模复杂网络社团挖掘的效率较低问题,提出一种基于边链接权重的局部社团探测算法。该算法以边两端节点所共有的邻居占其邻居的比值作为该边的链接权重,从某一节点出发通过给定的阈值进行遍历,由此得到该节点所在的局部社团。实验结果表明,算法发现的局部社团能够获得满意的结果,而且时间复杂度趋于线性时间复杂度。 For resolving the low efficiency problems of mining hierarchical community in large-scale complex networks,the algorithm based on link weighting was proposed in this paper,which defined that the weight of an edge was proportional to the number of the common neighbors in its neighborhood and a threshold traversal search to get the local community structure of a node was introduced.Experimental results showed that the algorithm achieved satisfactory result and its time complexity was linear.
作者 王晓芳
出处 《农业网络信息》 2012年第12期32-33,36,共3页 Agriculture Network Information
关键词 链接权重 局部 社团结构 link weighting locality community structure
  • 相关文献

参考文献6

  • 1Fields S,Song OK.A novel genetic system to detect protein-protein interactionsNature,1989.
  • 2Redner S.How popular is your paper? An emp irical study of the citation distribution,1998(04).
  • 3Girvan M,Newman MEJ.Community structure in social and biological networksProceedings of the National Academy of Sciences of the United States of America,2002.
  • 4A lbert R;Barabási A-L.Statistical mechanics of complex network,2002(Jan).
  • 5Newman MEJ.The structure and function of complex networksSIAM Review,2003.
  • 6杨博,刘大有,LIU Jiming,金弟,马海宾.复杂网络聚类方法[J].软件学报,2009,20(1):54-66. 被引量:209

二级参考文献56

  • 1Watts D J, Strogatz SH. Collective dynamics of Small-World networks. Nature, 1998,393(6638):440-442.
  • 2Barabasi AL, Albert R. Emergence of scaling in random networks. Science, 1999,286(5439):509-512.
  • 3Barabasi AL, Albert R, Jeong H, Bianconi G. Power-Law distribution of the World Wide Web. Science, 2000,287(5461):2115a.
  • 4Albert R, Barabasi AL, Jeong H. The Internet's Achilles heel: Error and attack tolerance of complex networks. Nature, 2000, 406(2115):378-382.
  • 5Girvan M, Newman MEJ. Community structure in social and biological networks. Proc. of the National Academy of Science, 2002,9(12):7821-7826.
  • 6Guimera R, Amaral LAN. Functional cartography of complex metabolic networks. Nature, 2005,433(7028):895-900.
  • 7Palla G, Derenyi I, Farkas I, Vicsek T. Uncovering the overlapping community structures of complex networks in nature and society. Nature, 2005,435(7043):814-818.
  • 8Wilkinson DM, Huberman BA. A method for finding communities of related genes. Proc. of the National Academy of Science, 2004,101(Suppl.1):5241-5248.
  • 9Radicchi F, Castellano C, Cecconi F, Loreto V, Parisi D. Defining and identifying communities in networks. Proc. of the National Academy of Science, 2004,101 (9):2658-2663.
  • 10Palla G, Barabasi AL, Vicsek T. Quantifying social group evolution. Nature, 2007,446(7136):664-667.

共引文献214

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部