20 years of network community detection

被引:85
作者
Fortunato, Santo [1 ,2 ]
Newman, Mark E. J. [3 ,4 ]
机构
[1] Indiana Univ, Network Sci Inst IUNI, Bloomington, IN 47408 USA
[2] Indiana Univ, Luddy Sch Informat Comp & Engn, Bloomington, IN 47408 USA
[3] Univ Michigan, Dept Phys, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Ctr Study Complex Syst, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
COMPLEX NETWORKS;
D O I
10.1038/s41567-022-01716-7
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A fundamental technical challenge in the analysis of network data is the automated discovery of communities - groups of nodes that are strongly connected or that share similar features or roles. In this Comment we review progress in the field over the past 20 years.
引用
收藏
页码:848 / 850
页数:3
相关论文
共 36 条
  • [1] Airoldi EM, 2008, J MACH LEARN RES, V9, P1981
  • [2] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [3] Andersen R, 2006, ANN IEEE SYMP FOUND, P475
  • [4] Fast unfolding of communities in large networks
    Blondel, Vincent D.
    Guillaume, Jean-Loup
    Lambiotte, Renaud
    Lefebvre, Etienne
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
  • [5] Hierarchical structure and the prediction of missing links in networks
    Clauset, Aaron
    Moore, Cristopher
    Newman, M. E. J.
    [J]. NATURE, 2008, 453 (7191) : 98 - 101
  • [6] Structure and dynamics of core/periphery networks
    Csermely, Peter
    London, Andras
    Wu, Ling-Yun
    Uzzi, Brian
    [J]. JOURNAL OF COMPLEX NETWORKS, 2013, 1 (02) : 93 - 123
  • [7] Comparing community structure identification -: art. no. P09008
    Danon, L
    Díaz-Guilera, A
    Duch, J
    Arenas, A
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2005, : 219 - 228
  • [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] Resolution limit in community detection
    Fortunato, Santo
    Barthelemy, Marc
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (01) : 36 - 41
  • [10] Community detection in graphs
    Fortunato, Santo
    [J]. PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2010, 486 (3-5): : 75 - 174