通过混合TCN变压器架构的每日内部威胁检测
Xiaoyun Ye1, Huangrongbin Cui2, Faqin Luo2
1School of Information and Control Engineering, Qingdao University of Technology, Qingdao, 266520, China. yexiaoyun@qut.edu.cn.
Scientific reports
|August 5, 2025
概括
这项研究引入了一个新的框架,通过分析员工日常工作会议来检测内部网络安全威胁. 它有效地及时识别恶意行为,在发生重大损害之前减轻风险.
科学领域:
- 网络安全 网络安全
- 机器学习 机器学习
- 行为分析 行为分析.
背景情况:
- 由于特权访问,内部威胁是越来越严重的网络安全问题.
- 传统的检测方法与数据不平衡和延迟识别恶意活动作斗争.
- 目前的系统经常在采取行动后检测到威胁,这不足以及时干预.
研究的目的:
- 开发一个新的框架,用于单日员工行为检测.
- 将威胁检测重点从用户转移到离散的工作会话,以便及时干预.
- 解决传统的后期内部威胁识别的局限性.
主要方法:
- 一个新的检测框架,结合了时间卷积网络 (TCN) 和变压器架构.
- 用户日志分为时间序列,使用滑动窗口技术.
- 时间顺序和长期模式的TCN;全球依赖和复杂行为的变压器.
主要成果:
- 集成模型在每个时间步骤中检测异常.
- 实现了30天序列长度的[公式:查看文本]的回忆率.
- 实验结果表明,每天准确地检测出恶意行为.
结论:
- 拟议的框架允许快速识别和减轻内部威胁.
- 专注于每天的会议允许及时干预和风险因素捕获.
- TCN-变压器模型有效地解决了检测复杂,长期恶意活动的挑战.
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