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
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