A Survey on Cyber Situation-awareness Systems: Framework, Techniques, and Insights

被引:9
|
作者
Alavizadeh, Hooman [1 ]
Jang-Jaccard, Julian [2 ]
Enoch, Simon Yusuf [3 ]
Al-Sahaf, Harith [4 ]
Welch, Ian [4 ]
Camtepe, Seyit A. [5 ]
Kim, Dan Dongseong [6 ]
机构
[1] Univ New South Wales UNSW, UNSW Inst Cyber Secur, Canberra, ACT 2612, Australia
[2] Massey Univ, Sch Informat Technol & Elect Engn, Cybersecur Lab, Auckland 0632, New Zealand
[3] Fed Univ Kashere, Gombe, Nigeria
[4] Victoria Univ Wellington VUW, Sch Engn & Comp Sci, Wellington 6012, New Zealand
[5] CSIRO Data61, Sydney, NSW, Australia
[6] Univ Queensland UQ, Sch InformationTechnol & Elect Engn, Brisbane, Qld 4072, Australia
关键词
Cyber Situation Awareness; AI-powered threats; cyber system monitoring; abnormal activity monitoring; damage assessment; ATTACK GRAPH; SECURITY; NETWORK; GAME; DISCOVERY; HASH;
D O I
10.1145/3530809
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cyberspace is full of uncertainty in terms of advanced and sophisticated cyber threats that are equipped with novel approaches to learn the system and propagate themselves, such as AI-powered threats. To debilitate these types of threats, a modern and intelligent Cyber Situation Awareness (SA) system needs to be developed that has the ability of monitoring and capturing various types of threats, analyzing, and devising a plan to avoid further attacks. This article provides a comprehensive study on the current state-of-the-art in the cyber SA to discuss the following aspects of SA: key design principles, framework, classifications, data collection, analysis of the techniques, and evaluation methods. Last, we highlight misconceptions, insights, and limitations of this study and suggest some future work directions to address the limitations.
引用
收藏
页数:37
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