Link Prediction in Dynamic Social Networks by Integrating Community Information

被引:0
|
作者
Ahmed, Nahla Mohamed [1 ,2 ]
Chen, Ling [1 ,3 ]
机构
[1] Yangzhou Univ, Coll Informat Engn, Yangzhou 225009, Peoples R China
[2] Univ Khartoum, Coll Math Sci, Khartoum 115547, Sudan
[3] Nanjing Univ, State Key Lab Novel Software Tech, Nanjing 210093, Jiangsu, Peoples R China
关键词
Temporal networks; Community clustering; Link prediction;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we present a method for link prediction in dynamic network by integrating temporal and community structure in the network. Integration of these approaches carries high rich information for predicting potential links in social networks from different aspects. Experimental results on real datasets show that the integration time model on the two approaches can efficiently predict future links in temporal social networks, and can achieve higher quality results than traditional methods.
引用
收藏
页码:460 / 465
页数:6
相关论文
共 50 条
  • [1] Link prediction in dynamic social networks by integrating different types of information
    Nahla Mohamed Ahmed Ibrahim
    Ling Chen
    [J]. Applied Intelligence, 2015, 42 : 738 - 750
  • [2] Link prediction in dynamic social networks by integrating different types of information
    Ibrahim, Nahla Mohamed Ahmed
    Chen, Ling
    [J]. APPLIED INTELLIGENCE, 2015, 42 (04) : 738 - 750
  • [3] Link Prediction on Dynamic Heterogeneous Information Networks
    Kong, Chao
    Li, Hao
    Zhang, Liping
    Zhu, Haibei
    Liu, Tao
    [J]. COMPUTATIONAL DATA AND SOCIAL NETWORKS, 2019, 11917 : 339 - 350
  • [4] Community-Aware Evolution Similarity for Link Prediction in Dynamic Social Networks
    Choudhury, Nazim
    [J]. MATHEMATICS, 2024, 12 (02)
  • [5] Reciprocity, community detection, and link prediction in dynamic networks
    Safdari, Hadiseh
    Contisciani, Martina
    De Baca, Caterina
    [J]. JOURNAL OF PHYSICS-COMPLEXITY, 2022, 3 (01):
  • [6] Evolutionary Community Mining for Link Prediction in Dynamic Networks
    Choudhury, Nazim
    Uddin, Shahadat
    [J]. COMPLEX NETWORKS & THEIR APPLICATIONS VI, 2018, 689 : 127 - 138
  • [7] Community-enhanced Link Prediction in Dynamic Networks
    Kumar, Mukesh
    Mishra, Shivansh
    Singh, Shashank Sheshar
    Biswas, Bhaskar
    [J]. ACM TRANSACTIONS ON THE WEB, 2024, 18 (02)
  • [8] Community-Based Link Prediction in Social Networks
    Kuang, Rong
    Liu, Qun
    Yu, Hong
    [J]. ADVANCES IN SWARM INTELLIGENCE, ICSI 2016, PT II, 2016, 9713 : 341 - 348
  • [9] Evolutionary Features for Dynamic Link Prediction in Social Networks
    Choudhury, Nazim
    Uddin, Shahadat
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (05):
  • [10] Link Prediction in Dynamic Social Networks: A Literature Review
    Marjan, Mohammad
    Zaki, Nazar
    Mohamed, Elfadil A.
    [J]. 2018 IEEE 5TH INTERNATIONAL CONGRESS ON INFORMATION SCIENCE AND TECHNOLOGY (IEEE CIST'18), 2018, : 200 - 207