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
  • [21] A Multi-objective Genetic Algorithm for Community Detection in Weighted Networks
    Ghaffaripour, Zahra
    Abdollahpouri, Alireza
    Moradi, Parham
    2016 EIGHTH INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE TECHNOLOGY (IKT), 2016, : 193 - 199
  • [22] Multi-objective community detection in complex networks
    Shi, Chuan
    Yan, Zhenyu
    Cai, Yanan
    Wu, Bin
    APPLIED SOFT COMPUTING, 2012, 12 (02) : 850 - 859
  • [23] A multi-objective clustering approach based on different clustering measures combinations
    Azevedo, Beatriz Flamia
    Rocha, Ana Maria A. C.
    Pereira, Ana I.
    COMPUTATIONAL & APPLIED MATHEMATICS, 2025, 44 (01)
  • [24] Overlapping community detection through an improved multi-objective quantum-behaved particle swarm optimization
    Yangyang Li
    Yang Wang
    Jing Chen
    Licheng Jiao
    Ronghua Shang
    Journal of Heuristics, 2015, 21 : 549 - 575
  • [25] Overlapping community detection through an improved multi-objective quantum-behaved particle swarm optimization
    Li, Yangyang
    Wang, Yang
    Chen, Jing
    Jiao, Licheng
    Shang, Ronghua
    JOURNAL OF HEURISTICS, 2015, 21 (04) : 549 - 575
  • [26] Text clustering with a hybrid multi-objective optimization approach: The multi-objective firefly differential Jaya Algorithm
    Naderi, Muhammad
    Amiri, Maryam
    SWARM AND EVOLUTIONARY COMPUTATION, 2025, 93
  • [27] A Multi-objective Community Detection Algorithm with a Learning-Based Strategy
    Liu, Bo
    Wang, Dan
    Gao, Jian
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2024, 17 (01)
  • [28] Multi-objective community detection method by integrating users' behavior attributes
    Wu, Peng
    Pan, Li
    NEUROCOMPUTING, 2016, 210 : 13 - 25
  • [29] Multi-objective Optimization Immune Algorithm Using Clustering
    Sun Fang
    Chen Yunfang
    Wu Weimin
    2010 INTERNATIONAL CONFERENCE ON BIO-INSPIRED SYSTEMS AND SIGNAL PROCESSING (ICBSSP 2010), 2010, : 9 - 13
  • [30] Multi-objective Optimization Immune Algorithm Using Clustering
    Sun Fang
    Chen Yunfang
    Wu Weimin
    COMPUTING AND INTELLIGENT SYSTEMS, PT IV, 2011, 234 : 242 - 251