The employment of machine learning in security field is higly emarged in the current era. But, yet, did the researchers in security field utilize from it in 100% detection or protection from one or multiple kind of malwares ? Or do you forsee that malwares ( or specific malware type, like ransomware or trojan or ... ) will be obsolete due to the successful analysis of their behavior (Dynamic or static ?) by machine learning algorithims ?
Excited to read your views.
(Resources that support your opinions will be much supportive!)
Take a look at the following links:
- https://media.kaspersky.com/en/enterprise-security/Kaspersky-Lab-Whitepaper-Machine-Learning.pdf
Conference Paper Malware detection using machine learning
Conference Paper Malware detection using machine learning
- https://www.theseus.fi/bitstream/handle/10024/123412/Thesis_final.pdf?sequence=1
Article Automatic malware classification and new malware detection u...
Article Machine Learning Based Mobile Malware Detection Using Highly...
- ....
Dear Lubna Mahmoud Abu Zohair,
another article from me:
J. Su, D. Vasconcellos Vargas, S. Prasad, D. Sgandurra, Y. Feng and K. Sakurai: Lightweight Classification of IoT Malware based on Image Recognition
https://arxiv.org/abs/1802.03714
Best regards
Anatol Badach
Well, By using some ML algorithm (such as: logistic regression, decision trees, random forests, etc ) you can train the model on a data-set ( you can download malware files from VirusShare.com) which containing the feature malware and non Malware files both and after training is done, you use a virtual environment like Sandbox for analyzing the behavior of the file. ML algorithm will classify if current file tries to access certain critical areas of the system.
Interesting, thanks for sharing.
So, what's your opinion? Do you think ( yet ) no malware type is detectable with accuracy rate of 100% ?
Hassan El Bahi Anatol Badach Rahul Yadav @
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