A Research Approach to Port Information Security Link Prediction Based on HWA Algorithm

被引:0
|
作者
Xia, Zhixin [1 ,2 ]
Zheng, Zhangqi [3 ]
Bai, Lexin [1 ]
Yang, Xiaolei [1 ]
Liu, Yongshan [1 ]
机构
[1] Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Peoples R China
[2] Hebei Port Grp Co Ltd, Tangshan 063200, Peoples R China
[3] Hebei Normal Univ Sci & Technol, Sch Math & Informat Technol, Qinhuangdao 066004, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 22期
基金
中国国家自然科学基金;
关键词
HWA algorithm; hypergraph; information security; residual connection; NETWORKS;
D O I
10.3390/app142210646
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
For the protection of information security, link prediction, as a basic problem of network science, has important application significance. However, most of the existing link prediction algorithms rely on the node information of the graph structure, which is not applicable in some graph structure data involving privacy. At the same time, most of the algorithms only consider the general graph structure and do not fully consider the high-order information in the graph. Because of this, this paper proposes an algorithm called hypergraph-based link prediction with self-attention (HWA) to solve the above problems. The algorithm can obtain hypergraphs without knowing the attribute information of hypergraph nodes and combines the graph convolutional network (GCN) framework to capture node feature information for link prediction. Experiments show that the HWA algorithm proposed in this paper, combined with the GCN framework, shows better link prediction performance than other graph-based neural network benchmark algorithms on eight real networks. This further verifies the validity and reliability of the model in this paper and provides new protection ideas and technical means for information security.
引用
收藏
页数:16
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