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基于标签传播的稳定重叠社区挖掘算法研究 被引量:3

Label propagation based detecting algorithm of stable overlapping communities
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摘要 为解决重叠社区挖掘算法中效率与稳定性不能兼顾的情况,本文提出了一种基于标签传播的稳定重叠社区挖掘算法(SOCLP)。该算法首先利用两种标签选择策略解决了基于标签传播算法中的稳定性问题,然后又通过引入平衡因子对算法的稳定性进行了有效的控制。实验结果证明,本文所提出的SOCLP算法可以同时关注社区挖掘的质量、效率和稳定性。 We present a label propagation based detecting algorithm of stable overlapping community to consider both efficiency and stability in detecting algorithm of overlapping community.The algorithm initially employs two label selection strategies to solve stability problem in label propagation based algorithm.It then effectively controls its stability by a balance factor.Experimental results prove that the algorithm can simultanously focus on quality,efficiency and stability of a mining community.
出处 《山东科学》 CAS 2013年第5期61-68,共8页 Shandong Science
基金 国家自然科学基金(61170052)
关键词 社会网络 社区挖掘 重叠社区 标签传播 social networks community mining overlapping community label propagation
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参考文献20

  • 1GIRVAN M,NEWMAN M E J.Community structure in social and biological networks[J].Proceedings of the National Academy of Sciences of the United States of America,2002,99(12):7821-7826.
  • 2NEWMAN M E J.Fast algorithm for detecting community structure in networks[J].Physical Review E,2004,69 (6):066-083.
  • 3CAPOCCI A,SERVEDIO V D P,CALDARELLI G,et al.Detecting communities in large networks[J].Physica A:Statistical and Theoretical Physics,2005,352 (2/4):669-676.
  • 4BOCCALETTI S,LATORA V,MORENO Y,et al.Complex Networks:Structure and Dynamics[J].Phys Rep,2006,81(3):175-308.
  • 5RADICCHI F,CASTELLANO C,CECCONI F,et al.Defining and identifying communities in networks[J].Proceedings of the National Academy of Sciences of the United States of America,2004,101 (9):2658-2663.
  • 6REICHARDT J,BORNHOLDT S.Statistical Mechanics of Community Detection[J].Phys Rev E,2006,74 (1):1-14.
  • 7PONS P,LATAPY M.Computing communities in large networks using random walks[J].Lecture Notes in Computer Science,2005,3733:284-293.
  • 8FORTUNATO S.Community detection in graphs[J].Physics Reports,2010,486(3/5):75-174.
  • 9PALLA G,DER(E)NYI I,FARKAS I.Uncovering the overlapping community structure of complex networks in nature and society[J].Nature,2005,435:814-818.
  • 10SHEN H W,CHENG X Q,CAI K.Detect overlapping and hierarchical community structure in networks[J].Physica A:Statistical Mechanics and its Applications,2009,388 (8):1706-1712.

同被引文献39

  • 1赵卓翔,王轶彤,田家堂,周泽学.社会网络中基于标签传播的社区发现新算法[J].计算机研究与发展,2011,48(S3):8-15. 被引量:37
  • 2Watts D J,Strogatz S H.Collective dynamics of‘small-world’networks[J].nature,1998,393(6684):440-442.
  • 3Adamic L A,Huberman B A.Power-law distribution of the world wide web[J].Science,2000,287(5461):2115-2115.
  • 4Girvan M,Newman M E J.Community structure in social and biological networks[J].Proceedings of the National Academy of Sciences of the United States of America,2002,99(12):7821-7826.
  • 5Raghavan U N,Albert R,Kumara S.Near linear time algorithm to detect community structures in large-scale networks[J].Physical Review E,2007,76(3):036106.
  • 6Zhu X,Ghahramani Z.Learning from labeled and unlabeled data with label propagation[R].Technical Report CMU-CALD-02-107,Carnegie Mellon University,2002.
  • 7Leung I X,Hui P,Lio P,et al.Towards real-time community detection in large networks[J].Physical Review E,2009,79(6):066107.
  • 8Barber M J,Clark J W.Detecting network communities by propagating labels under constraints[J].Physical Review E,2009,80(2):026129.
  • 9Liu X,Murata T.Advanced modularity-specialized label propagation algorithm for detecting communities in networks[J].Physica A:Statistical Mechanics and its Applications,2010,389(7):1493-1500.
  • 10Dean J,Ghemawat S.MapReduce:simplified data processing on large clusters[J].Communications of the ACM,2008,51(1):107-113.

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