Detecting overlapping communities in networks via dominant label propagation

被引:1
作者
孙鹤立 [1 ,2 ]
黄健斌 [2 ,3 ]
田勇强 [3 ]
宋擒豹 [1 ]
刘怀亮 [4 ]
机构
[1] Department of Computer Science and Technology, Xi’an Jiaotong University
[2] State Key Laboratory for Novel Software Technology, Nanjing University
[3] School of Software, Xidian University
[4] School of Economics and Management, Xidian University
基金
中国国家自然科学基金; 中央高校基本科研业务费专项资金资助;
关键词
overlapping community detection; dominant label propagation; complex network;
D O I
暂无
中图分类号
O157.5 [图论];
学科分类号
070104 ;
摘要
Community detection is an important methodology for understanding the intrinsic structure and function of a realworld network.In this paper,we propose an effective and efficient algorithm,called Dominant Label Propagation Algorithm(Abbreviated as DLPA),to detect communities in complex networks.The algorithm simulates a special voting process to detect overlapping and non-overlapping community structure in complex networks simultaneously.Our algorithm is very efficient,since its computational complexity is almost linear to the number of edges in the network.Experimental results on both real-world and synthetic networks show that our algorithm also possesses high accuracies on detecting community structure in networks.
引用
收藏
页码:555 / 563
页数:9
相关论文
共 50 条
  • [21] Improved label propagation algorithm for overlapping community detection
    Dong, Shi
    COMPUTING, 2020, 102 (10) : 2185 - 2198
  • [22] Weighted Label Propagation Algorithm for Overlapping Community Detection
    Tong, Chao
    Niu, Jianwei
    Wen, Jinming
    Xie, Zhongyu
    Peng, Fu
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2015, : 1238 - 1243
  • [23] Detecting topics and overlapping communities in question and answer sites
    Meng, Zide
    Gandon, Fabien
    Faron-Zucker, Catherine
    Song, Ge
    SOCIAL NETWORK ANALYSIS AND MINING, 2015, 5 (01) : 1 - 17
  • [24] A Community Merger of Optimization Algorithm to Extract Overlapping Communities in Networks
    Li, Qi
    Zhong, Jiang
    Li, Qing
    Wang, Chen
    Cao, Zehong
    IEEE ACCESS, 2019, 7 : 3994 - 4005
  • [25] Overlapping community detection in complex networks using fuzzy theory, balanced link density, and label propagation
    Jokar, Ehsan
    Mosleh, Mohammad
    Kheyrandish, Mohammad
    EXPERT SYSTEMS, 2022, 39 (05)
  • [26] A spreading activation-based label propagation algorithm for overlapping community detection in dynamic social networks
    Sattari, Mohammad
    Zamanifar, Kamran
    DATA & KNOWLEDGE ENGINEERING, 2018, 113 : 155 - 170
  • [27] Mining overlapping and hierarchical communities in complex networks
    Zhang, Zhiwei
    Wang, Zhenyu
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2015, 421 : 25 - 33
  • [28] Detection of Highly Overlapping Communities in Complex Networks
    Paul, Madhusudan
    Anand, Rishav
    Anand, Ashish
    JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2015, 5 (05) : 1099 - 1103
  • [29] An algorithm for detecting overlapping community structure in complex networks
    Wu, Sen
    Huang, Yue
    Xiong, Deying
    Wei, Guiying
    Gao, Xuedong
    2011 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2011, : 2221 - 2226
  • [30] An Influence-Based Label Propagation Algorithm for Overlapping Community Detection
    Xu, Hao
    Ran, Yuan
    Xing, Junqian
    Tao, Li
    MATHEMATICS, 2023, 11 (09)