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基于知识图谱的网络攻击预测方法研究及应用

黄智勇 刘昕宇 林仁明 余雅宁 张凤荔

现代电子技术2024,Vol.47Issue(9):91-96,6.
现代电子技术2024,Vol.47Issue(9):91-96,6.DOI:10.16652/j.issn.1004-373x.2024.09.017

基于知识图谱的网络攻击预测方法研究及应用

Research and application of network attack prediction method based on knowledge graph

黄智勇 1刘昕宇 2林仁明 3余雅宁 2张凤荔2

作者信息

  • 1. 电子科技大学 信息与软件工程学院,四川 成都 610054||四川省市场监督管理局信息中心,四川 成都 610017
  • 2. 电子科技大学 信息与软件工程学院,四川 成都 610054
  • 3. 四川省市场监督管理局信息中心,四川 成都 610017
  • 折叠

摘要

Abstract

This paper focuses on the knowledge graph of network attacks.The temporal information is introduced,and a network attack prediction approach based on knowledge graph is proposed and applied in practice.By regular learning and application of the knowledge graph of network attacks,effective prediction results of network attack events can be obtained,which provides decision support for the network security operation and maintenance personnel.The knowledge graph of network security operation and maintenance provided by a certain enterprise is taken as an example.The proposed method is applied to the security detection system of the enterprise.The results demonstrate that the method is of high accuracy and feasibility,and can provide insights for the future research.

关键词

网络安全/知识图谱/时序知识图谱/知识图谱推理/链接预测/网络攻击/随机游走/攻击规则

Key words

network security/knowledge graph/temporal knowledge graph/knowledge graph reasoning/link prediction/network attack/random walk/attack rule

分类

信息技术与安全科学

引用本文复制引用

黄智勇,刘昕宇,林仁明,余雅宁,张凤荔..基于知识图谱的网络攻击预测方法研究及应用[J].现代电子技术,2024,47(9):91-96,6.

现代电子技术

OA北大核心CSTPCD

1004-373X

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