Multilayer Social Network Overlapping Community Detection Algorithm Based on Trust Relationship

被引:5
|
作者
Jia, Junjie [1 ]
Liu, Pengtao [1 ]
Du, Xiaojin [2 ]
Zhang, Yuchao [1 ]
机构
[1] Northwest Normal Univ, Sch Comp Sci & Engn, Lanzhou, Peoples R China
[2] Northwest Normal Univ, Sch Numbers & Stat, Lanzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1155/2021/9268039
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming at the problem of the lack of user social attribute characteristics in the process of dividing overlapping communities in multilayer social networks, in this paper, we propose a multilayer social network overlapping community detection algorithm based on trust relationship. By combining structural trust and social attribute trust, we transform a complex multilayer social network into a single-layer trust network. We obtain the community structure according to the community discovery algorithm based on trust value and merge communities with higher overlap. The experimental comparison and analysis are carried out on the synthetic network and the real network, respectively. The experimental results show that the proposed algorithm has higher harmonic mean and modularity than other algorithms of the same type.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Overlapping Community Detection Algorithm Based on Seed Diffusion
    Wang, Biao
    Zheng, Haibin
    Fang, Yingjue
    Wei, Junjie
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3300 - +
  • [22] A link clustering based overlapping community detection algorithm
    Shi, Chuan
    Cai, Yanan
    Fu, Di
    Dong, Yuxiao
    Wu, Bin
    DATA & KNOWLEDGE ENGINEERING, 2013, 87 : 394 - 404
  • [23] An Overlapping Community Detection Algorithm Based on Levy Flight
    Sun, Qijuan
    Deng, Guoliang
    Chun, Hao
    Nian, Qing
    Li, Longjie
    Ma, Zhixin
    PROCEEDINGS OF 2017 6TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2017), 2017, : 236 - 240
  • [24] Voting based seeding algorithm for overlapping community detection
    Hu, Yanmei
    Hu, Kaiyang
    Yang, Bo
    Zhang, Nan
    Gu, Xiaohui
    2015 INTERNATIONAL CONFERENCE ON CYBER-ENABLED DISTRIBUTED COMPUTING AND KNOWLEDGE DISCOVERY, 2015, : 192 - 199
  • [25] An overlapping community detection algorithm based on density peaks
    Bai, Xueying
    Yang, Peilin
    Shi, Xiaohu
    NEUROCOMPUTING, 2017, 226 : 7 - 15
  • [26] Overlapping Community Detection Algorithm Based on Edge Strength
    Ma, Xuebin
    Yang, Po
    Guan, Shengyi
    IEEE ACCESS, 2019, 7 : 126642 - 126650
  • [27] Hybrid machine learning approach for community and overlapping community detection in social network
    Divyapushpalakshmi, M.
    Ramalakshmi, R.
    TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2022, 33 (10)
  • [28] A Social Network Graphics Segmentation Algorithm Based on Community-Detection
    Lv, Pengbin
    Zhang, Jie
    Zhang, Hua
    2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, : 619 - 623
  • [29] Greedy Local Algorithm for Overlapping Community Detection in Online Social Networks
    Singh, Ashish Kumar
    Gambhir, Sapna
    2014 5TH INTERNATIONAL CONFERENCE CONFLUENCE THE NEXT GENERATION INFORMATION TECHNOLOGY SUMMIT (CONFLUENCE), 2014, : 155 - 162
  • [30] A complex network overlapping community detection algorithm based on K-Cliques and fitness function
    Ma J.
    Fan J.
    International Journal of Performability Engineering, 2019, 15 (12): : 3161 - 3170