Botnet Classification Using Machine Learning | AMiner
Botnet Classification Using Machine Learning
Man Ni,Gabriela Mogos
2024 21ST INTERNATIONAL SOC DESIGN CONFERENCE, ISOCC(2024)
Xian Jiaotong Liverpool Univ
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摘要
Botnet is one of the cyber security threats which may cause big damages. This research uses Machine Learning methods to classify and then detect botnet attacks. The CTU-13 dataset is used, and 90,962 records are trained in a 3-layer Deep Learning sequential model. The result has 99% accuracy and the value of recall, precision and F1 score is 99% as well.