A High Resolution Clique-based Overlapping Community Detection Algorithm for Small-world Networks

被引:0
作者
Bota, Andras [1 ]
Kresz, Miklos [2 ]
机构
[1] Univ Szeged, Inst Informat Address, POB 652, H-6701 Szeged, Hungary
[2] Univ Szeged, Juhasz Gyula Fac Educ, H-6720 Szeged, Hungary
来源
INFORMATICA-JOURNAL OF COMPUTING AND INFORMATICS | 2015年 / 39卷 / 02期
关键词
network science; community detection; overlapping communities;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper we propose a clique-based high-resolution overlapping community detection algorithm. The hub percolation method is able to find a large number of highly overlapping communities. Using different hub-selection strategies and parametrization we are able to fine tune the resolution of the algorithm. We also propose a weighted hub-selection strategy, allowing the algorithm to handle weighted networks in a natural way, without additional filtering. We will evaluate our method on various benchmarks, and we will also demonstrate the usefulness of our algorithm on a real-life economic case-study.
引用
收藏
页码:177 / 186
页数:10
相关论文
共 32 条
  • [1] Link communities reveal multiscale complexity in networks
    Ahn, Yong-Yeol
    Bagrow, James P.
    Lehmann, Sune
    [J]. NATURE, 2010, 466 (7307) : 761 - U11
  • [2] [Anonymous], 2012, KDD
  • [3] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [4] Bota A, 2010, MATCOS
  • [5] On Effectively Finding Maximal Quasi-cliques in Graphs
    Brunato, Mauro
    Hoos, Holger H.
    Battiti, Roberto
    [J]. LEARNING AND INTELLIGENT OPTIMIZATION, 2008, 5313 : 41 - +
  • [6] A note on the problem of reporting maximal cliques
    Calzals, F.
    Karande, C.
    [J]. THEORETICAL COMPUTER SCIENCE, 2008, 407 (1-3) : 564 - 568
  • [7] Csernenszky A., 2009, CHALLENGES ANAL EC B, P617
  • [8] Asymptotic analysis of the stochastic block model for modular networks and its algorithmic applications
    Decelle, Aurelien
    Krzakala, Florent
    Moore, Cristopher
    Zdeborova, Lenka
    [J]. PHYSICAL REVIEW E, 2011, 84 (06)
  • [9] Eppstein D, 2011, LECT NOTES COMPUT SC, V6630, P364
  • [10] Line graphs, link partitions, and overlapping communities
    Evans, T. S.
    Lambiotte, R.
    [J]. PHYSICAL REVIEW E, 2009, 80 (01)