Evaluating local community methods in networks

被引:130
|
作者
Bagrow, James P. [1 ]
机构
[1] Clarkson Univ, Dept Phys, Potsdam, NY 13699 USA
关键词
analysis of algorithms; heuristics; network dynamics; random graphs; networks;
D O I
10.1088/1742-5468/2008/05/P05001
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We present a new benchmarking procedure that is unambiguous and specific to local community finding methods, allowing one to compare the accuracy of various methods. We apply this to new and existing algorithms. A simple class of synthetic benchmark networks is also developed, capable of testing properties specific to these local methods.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Evaluating Methods for Efficient Community Detection in Social Networks
    Kanavos, Andreas
    Voutos, Yorghos
    Grivokostopoulou, Foteini
    Mylonas, Phivos
    INFORMATION, 2022, 13 (05)
  • [2] Local, community and global centrality methods for analyzing networks
    Adali, Sibel
    Lu, Xiaohui
    Magdon-Ismail, Malik
    SOCIAL NETWORK ANALYSIS AND MINING, 2014, 4 (01) : 1 - 18
  • [3] Local networks of community and healthcare organisations: A mixed methods study
    Kemper-Koebrugge W.
    Koetsenruijter J.
    Rogers A.
    Laurant M.
    Wensing M.
    BMC Research Notes, 9 (1)
  • [4] Comparing Two Local Methods for Community Detection in Social Networks
    Zehnalova, Sarka
    Kudelka, Milos, Jr.
    Kudelka, Milos
    Snasel, Vaclav
    2012 FOURTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL ASPECTS OF SOCIAL NETWORKS (CASON), 2012, : 155 - 160
  • [5] Methods for evaluating networks
    Neugebauer, Uwe
    Beywl, Wolfgang
    ZEITSCHRIFT FUR EVALUATION, 2006, (02): : 249 - +
  • [6] Finding and evaluating community structure in networks
    Newman, MEJ
    Girvan, M
    PHYSICAL REVIEW E, 2004, 69 (02) : 026113 - 1
  • [7] Evaluating local explanation methods on ground truth
    Guidotti, Riccardo
    ARTIFICIAL INTELLIGENCE, 2021, 291
  • [8] LABORATORY METHODS FOR EVALUATING LOCAL ANESTHETIC SOLUTIONS
    LUDUENA, FP
    HOPPE, JO
    TAINTER, ML
    WESSINGER, GD
    JOURNAL OF DENTAL RESEARCH, 1953, 32 (05) : 664 - 665
  • [9] Local Community Detection in Dynamic Networks
    DiTursi, Daniel J.
    Ghosh, Gaurav
    Bogdanov, Petko
    2017 17TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2017, : 847 - 852
  • [10] Local community detection in multilayer networks
    Roberto Interdonato
    Andrea Tagarelli
    Dino Ienco
    Arnaud Sallaberry
    Pascal Poncelet
    Data Mining and Knowledge Discovery, 2017, 31 : 1444 - 1479