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SigMal

Dhilung Kirat, Lakshmanan Nataraj, Giovanni Vigna, B. S. Manjunath
2013 Proceedings of the 29th Annual Computer Security Applications Conference on - ACSAC '13  
In this work, we propose SigMal, a fast and precise malware detection framework based on signal processing techniques.  ...  SigMal improves the state-of-the-art by leveraging techniques borrowed from signal processing to extract noiseresistant similarity signatures from the samples.  ...  In this paper, we propose SigMal, a fast and precise signal processing-based malware similarity detection technique suitable for a large-scale malware triage.  ... 
doi:10.1145/2523649.2523682 dblp:conf/acsac/KiratNVM13 fatcat:jmroaqsudnhc3gwfg55scise2y

Malware triage for early identification of Advanced Persistent Threat activities [article]

Giuseppe Laurenza, Riccardo Lazzeretti, Luca Mazzotti
2018 arXiv   pre-print
In our previous work we introduced a "malware triage" step for a semi-automatic malware analysis architecture.  ...  Our paper focuses on malware developed by APTs, and we build our knowledge base, used in the triage, on known APTs obtained from publicly available reports.  ...  signal processing techniques to extract noiseresistant signatures from the samples.  ... 
arXiv:1810.07321v1 fatcat:nz6mnmsuvzegfgrg4cjc4srkuq

Malware triage for early identification of Advanced Persistent Threat activities

Giuseppe Laurenza, Riccarzo Lazzeretti, Luca Mazzotti
2020 Digital Threats: Research and Practice  
Recently, a malware triage step for a semi-automatic malware analysis architecture has been introduced.  ...  For efficiency reasons, they rely on static malware features, extracted with negligible delay, and use machine learning techniques for the identification.  ...  Another fast and precise malware analysis framework is SigMal [9] , a framework improving the state-of-the-art of the previous systems based on the concept of malware similarity by leveraging signal processing  ... 
doi:10.1145/3386581 fatcat:6bbblwjztnhhfn4zl2wwl66s2q

A Survey on Threat Situation Awareness Systems: Framework, Techniques, and Insights [article]

Hooman Alavizadeh, Julian Jang-Jaccard, Simon Yusuf Enoch, Harith Al-Sahaf, Ian Welch, Seyit A. Camtepe, Dong Seong Kim
2021 arXiv   pre-print
and devising a plan to avoid further attacks.  ...  This paper 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, and  ...  was supported by the Cyber Security Research Programme-"Artificial Intelligence for Automating Response to Threats" from the Ministry of Business, Innovation, and Employment (MBIE) of New Zealand as a  ... 
arXiv:2110.15747v1 fatcat:zboddcg4a5gdxmq5hqmo5cpj34

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

Hooman Alavizadeh, Julian Jang-Jaccard, Simon Yusuf Enoch, Harith Al-Sahaf, Ian Welch, Seyit A. Camtepe, Dan Dongseong Kim
2022 ACM Computing Surveys  
, and devising a plan to avoid further attacks.  ...  To debilitate these types of threats, a modern and intelligent Cyber Situation Awareness (SA) system needs to be developed which has the ability of monitoring and capturing various types of threats, analyzing  ...  was supported by the Cyber Security Research Programme-"Artificial Intelligence for Automating Response to Threats" from the Ministry of Business, Innovation, and Employment (MBIE) of New Zealand as a  ... 
doi:10.1145/3530809 fatcat:cwk5bp56ere5re2frzgzox56ka