Deep learning-based high performance intrusion detection system for imbalanced datasets

• Main Authors: Assaig, Faisal Ahmed, Gunawan, Teddy Surya, Nordin, Anis Nurashikin, Ab. Rahim, Rosminazuin, Mohd Zain, Zainihariyati, Hamidi, Eki Ahmad Zaki
• Format: Proceeding Paper
• Language: English; English
• Published: IEEE 2023
• Subjects: TK7885 Computer engineering
• Online Access: http://irep.iium.edu.my/109829/7/109829_Deep%20learning-based%20high%20performance%20intrusion%20detection.pdf; http://irep.iium.edu.my/109829/13/109829_Deep%20learning-based%20high%20performance%20intrusion%20detection_SCOPUS.pdf; http://irep.iium.edu.my/109829/; https://ieeexplore.ieee.org/document/10335377; https://doi.org/10.1109/ICWT58823.2023.10335377

In recent years, the explosive growth in internet and technology use has led to an alarming escalation in both the frequency and severity of cyberattacks. As such, proactive detection and prevention of these attacks have become a matter of paramount importance. This need for vigilance has catalyzed...