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通过网络安全风险管理框架改进威胁缓解:一种计算设计科学方法

Improving Threat Mitigation Through a Cybersecurity Risk Management Framework: A Computational Design Science Approach

Journal of Management Information Systems · 2024
被引 30 · 同刊同年前 5%
人大 AFT50ABS 4

中文导读

研究开发了ATT&CK-Link框架,利用转换器和多教师知识蒸馏技术,将黑客威胁与MITRE ATT&CK框架关联,帮助医院等机构主动保护网络基础设施,为网络安全专业人员提供战略、运营和战术情报。

Abstract

Cyberattacks have been increasing in volume and intensity, necessitating proactive measures. Cybersecurity risk management frameworks are deployed to provide actionable intelligence to mitigate potential threats by analyzing the available cybersecurity data. Existing frameworks, such as MITRE ATT&CK, provide timely mitigation strategies against attacker capabilities yet do not account for hacker data when developing cyber threat intelligence. Therefore, we developed a novel information technology artifact, ATT&CK-Link, which incorporates a novel transformer and multi-teacher knowledge distillation design, to link hacker threats to this broadly used framework. Here, we illustrated how hospital systems can use this framework to proactively protect their cyberinfrastructure against hacker threats. Our ATT&CK-Link framework has practical implications for cybersecurity professionals, who can implement our framework to generate strategic, operational, and tactical cyber threat intelligence. ATT&CK-Link also contributes to the information systems knowledge base by providing design principles to pursue targeted cybersecurity analytics, risk management, and broader text analytics research through simultaneous multi-modal (e.g., text and code) distillation and classification.

网络安全风险管理设计科学信息系统数据分析