Community Detection from Signed Social Networks Using a Multi-objective Evolutionary Algorithm

被引:13
|
作者
Zeng, Yujie [1 ]
Liu, Jing [1 ]
机构
[1] Xidian Univ, Minist Educ, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China
关键词
Signed social networks; Community detection problems; Multi-objective evolutionary algorithms; GENETIC ALGORITHM;
D O I
10.1007/978-3-319-13359-1_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a method for detecting communities from signed social networks with both positive and negative weights by modeling the problem as a multi-objective problem. In the experiments, both real world and synthetic signed networks whose size ranges from 100 to 1200 nodes are used to validate the performance of the new algorithm. A comparison is also made between the new algorithm and an effective existing algorithm, namely FEC. The experimental results show that our algorithm obtains a good performance on both real world and synthetic data, and outperforms FEC clearly.
引用
收藏
页码:259 / 270
页数:12
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