A community detection algorithm based on structural similarity

被引:0
作者
Guo, Xuchao [1 ]
Hao, Xia [1 ]
Liu, Yaqiong [1 ]
Zhang, Li [1 ]
Wang, Lu [1 ]
机构
[1] Shandong Agr Univ, Coll Informat Sci & Engn, Tai An 271018, Shandong, Peoples R China
来源
2017 2ND INTERNATIONAL SEMINAR ON ADVANCES IN MATERIALS SCIENCE AND ENGINEERING | 2017年 / 231卷
基金
中国国家自然科学基金;
关键词
D O I
10.1088/1757-899X/231/1/012069
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In order to further improve the efficiency and accuracy of community detection algorithm, a new algorithm named SSTCA (the community detection algorithm based on structural similarity with threshold) is proposed. In this algorithm, the structural similarities are taken as the weights of edges, and the threshold k is considered to remove multiple edges whose weights are less than the threshold, and improve the computational efficiency. Tests were done on the Zachary's network, Dolphins' social network and Football dataset by the proposed algorithm, and compared with GN and SSNCA algorithm. The results show that the new algorithm is superior to other algorithms in accuracy for the dense networks and the operating efficiency is improved obviously.
引用
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页数:8
相关论文
共 15 条
  • [1] [Anonymous], COMPLEX NETWORK ALGO
  • [2] Bai Yun, 2015, Computer Engineering, V41, P177, DOI 10.3969/j.issn.1000-3428.2015.03.034
  • [3] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [4] FIEDLER M, 1973, CZECH MATH J, V23, P298
  • [5] Community structure in social and biological networks
    Girvan, M
    Newman, MEJ
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (12) : 7821 - 7826
  • [6] [金弟 Jin Di], 2010, [模式识别与人工智能, Pattern Recognition and Artificial Intelligence], V23, P546
  • [7] Parallel multilevel k-way partitioning scheme for irregular graphs
    Karypis, G
    Kumar, V
    [J]. SIAM REVIEW, 1999, 41 (02) : 278 - 300
  • [8] Liu Da-you, 2013, Journal of Jilin University (Engineering and Technology Edition), V43, P98
  • [9] The bottlenose dolphin community of Doubtful Sound features a large proportion of long-lasting associations - Can geographic isolation explain this unique trait?
    Lusseau, D
    Schneider, K
    Boisseau, OJ
    Haase, P
    Slooten, E
    Dawson, SM
    [J]. BEHAVIORAL ECOLOGY AND SOCIOBIOLOGY, 2003, 54 (04) : 396 - 405
  • [10] LED: A fast overlapping communities detection algorithm based on structural clustering
    Ma, Tinghuai
    Wang, Yao
    Tang, Meili
    Cao, Jie
    Tian, Yuan
    Al-Dhelaan, Abdullah
    Al-Rodhaan, Mznah
    [J]. NEUROCOMPUTING, 2016, 207 : 488 - 500