Overlapping Community Detection Using Multi-objective Approach and Rough Clustering

被引:2
|
作者
Horacio Grass-Boada, Darian [1 ]
Perez-Suarez, Airel [1 ]
Arco, Leticia [2 ]
Bello, Rafael [3 ]
Rosete, Alejandro [4 ]
机构
[1] Adv Technol Applicat Ctr CENATAV, Havana, Cuba
[2] Vrije Univ Brussel, Comp Sci Dept, AI Lab, Brussels, Belgium
[3] Univ Cent Marta Abreu Las Villas, Dept Comp Sci, Santa Clara, Cuba
[4] Univ Tecnol Habana Jose Antonio Echeverria Cujae, Fac Ingn Informat, Havana, Cuba
来源
ROUGH SETS, IJCRS 2020 | 2020年 / 12179卷
关键词
Social network analysis; Community detection; Multi-objective Optimization; Rough clustering;
D O I
10.1007/978-3-030-52705-1_31
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The detection of overlapping communities in Social Networks has been successfully applied in several contexts. Taking into account the high computational complexity of this problem as well as the drawbacks of single-objective approaches, community detection has been recently addressed as Multi-objective Optimization Evolutionary Algorithms (MOEAs). One of the challenges is to attain a final solution from the set of non-dominated solutions obtained by the MOEAs. In this paper, an algorithm to build a covering of the network based on the principles of the Rough Clustering is proposed. The experiments in a synthetic networks showed that our proposal is promising and effective for overlapping community detection in social networks.
引用
收藏
页码:416 / 431
页数:16
相关论文
共 50 条
  • [1] A multi-objective optimization approach for overlapping dynamic community detection
    Bahadori, Sondos
    Mirzaie, Mansooreh
    Nooraei Abadeh, Maryam
    Soft Computing, 2024, 28 (19) : 11323 - 11342
  • [2] A novel method for overlapping community detection using Multi-objective optimization
    Ebrahimi, Morteza
    Shahmoradi, Mohammad Reza
    Heshmati, Zainabolhoda
    Salehi, Mostafa
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 505 : 825 - 835
  • [3] Multilayer overlapping community detection using multi-objective optimization
    Shahmoradi, M. R.
    Ebrahimi, M.
    Heshmati, Z.
    Salehi, M.
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 101 : 221 - 235
  • [4] Evolutionary Multi-Objective Clustering for Overlapping Clusters Detection
    Ripon, Kazi Shah Nawaz
    Siddique, M. N. H.
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 976 - +
  • [5] Overlapping community detection in complex networks using multi-objective evolutionary algorithm
    Zhao Yuxin
    Li Shenghong
    Jin Feng
    COMPUTATIONAL & APPLIED MATHEMATICS, 2017, 36 (01) : 749 - 768
  • [6] Overlapping community detection in complex networks using multi-objective evolutionary algorithm
    Zhao Yuxin
    Li Shenghong
    Jin Feng
    Computational and Applied Mathematics, 2017, 36 : 749 - 768
  • [7] A node-priority based large-scale overlapping community detection using evolutionary multi-objective optimization
    Chai, Zhengyi
    Liang, Shijiao
    EVOLUTIONARY INTELLIGENCE, 2020, 13 (01) : 59 - 68
  • [8] A node-priority based large-scale overlapping community detection using evolutionary multi-objective optimization
    Zhengyi Chai
    Shijiao Liang
    Evolutionary Intelligence, 2020, 13 : 59 - 68
  • [9] Evolutionary multi-objective optimization based overlapping subspace clustering ?
    Paul, Dipanjyoti
    Saha, Sriparna
    Kumar, Abhishek
    Mathew, Jimson
    PATTERN RECOGNITION LETTERS, 2021, 145 : 208 - 215
  • [10] Community detection in social network by using a multi-objective evolutionary algorithm
    Pourkazemi, Maryam
    Keyvanpour, Mohammad Reza
    INTELLIGENT DATA ANALYSIS, 2017, 21 (02) : 385 - 409