Detecting Overlapping Communities of Weighted Networks by Central Figure Algorithm

被引:0
|
作者
Tong, Chao [1 ]
Xie, Zhongyu [1 ]
Mo, Xiaoyun [1 ]
Niu, Jianwei [1 ]
Zhang, Yan [2 ]
机构
[1] Beihang Univ, Sch Comp Sci & Engn, Beijing, Peoples R China
[2] China Univ Petr, Coll Geophys & Informat Engn, Beijing, Peoples R China
关键词
weighted networks; overlapping community; central figure; triadic closure; SMALL-WORLD NETWORKS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In recent years, the community structures in complex networks has become a research hotspot. In this paper, we focus on weighted networks and propose a unique algorithm on detecting overlapping communities of weighted networks based on central figure with considerable accuracy. In the algorithm, all the central figures are first extracted. Then to each central figure, nodes are absorbed by closures and weak ties. The experiments are based on LFR Benchmark. Through the experiment, we can know that the performance of our algorithm is better than that of COPRA (Community Overlap Propagation Algorithm) algorithm.
引用
收藏
页码:7 / 12
页数:6
相关论文
共 50 条
  • [31] Detecting Overlapping and Correlated Communities without Pure Nodes: Identifiability and Algorithm
    Huang, Kejun
    Fu, Xiao
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 97, 2019, 97
  • [32] Detecting Overlapping Communities in Social Networks with Voronoi and Tolerance Rough Sets
    Trivedi, Kushagra
    Ramanna, Sheela
    RECENT TRENDS AND FUTURE TECHNOLOGY IN APPLIED INTELLIGENCE, IEA/AIE 2018, 2018, 10868 : 670 - 676
  • [33] Detecting Overlapping Communities Using Distributed Neighbourhood Threshold in Social Networks
    Jaiswal, Rajesh
    Ramanna, Sheela
    ROUGH SETS, IJCRS 2020, 2020, 12179 : 432 - 445
  • [34] OLCPM: An online framework for detecting overlapping communities in dynamic social networks
    Boudebza, Souaad
    Cazabet, Remy
    Azouaou, Faical
    Nouali, Omar
    COMPUTER COMMUNICATIONS, 2018, 123 : 36 - 51
  • [35] Detecting Overlapping Communities in Complex Networks: An Evolutionary Label Propagation Approach
    Saif, Mojtaba
    Samie, Mohammad Ebrahim
    Hamzeh, Ali
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2024, 23 (01) : 327 - 360
  • [36] Detecting Overlapping Communities in Networks Based on a Simple Node Behavior Model
    Xuan-Chao Huang
    Jay Cheng
    Hsin-Hung Chou
    Chih-Heng Cheng
    Hsien-Tsan Chen
    2013 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2013, : 3120 - 3125
  • [37] A Community Merger of Optimization Algorithm to Extract Overlapping Communities in Networks
    Li, Qi
    Zhong, Jiang
    Li, Qing
    Wang, Chen
    Cao, Zehong
    IEEE ACCESS, 2019, 7 : 3994 - 4005
  • [38] A Spectral Algorithm with Additive Clustering for the Recovery of Overlapping Communities in Networks
    Kaufmann, Emilie
    Bonald, Thomas
    Lelarge, Marc
    ALGORITHMIC LEARNING THEORY, (ALT 2016), 2016, 9925 : 355 - 370
  • [39] Iterative mining algorithm based on overlapping communities in social networks
    Feng, Jia Yin (feng_ada2001@163.com), 2018, North Atlantic University Union NAUN (12):
  • [40] A spectral algorithm with additive clustering for the recovery of overlapping communities in networks
    Kaufmann, Emilie
    Bonald, Thomas
    Lelarge, Marc
    THEORETICAL COMPUTER SCIENCE, 2018, 742 : 3 - 26