Impact of dataset balancing on machine learning-based intrusion detection systems

• Main Authors: Yusri, Muhammad Iqbal, Habaebi, Mohamed Hadi, Gunawan, Teddy Surya, Mansor, Hasmah, Kartiwi, Mira, Nur, Levy Olivia
• Format: Proceeding Paper
• Language: English
• Published: IEEE 2024
• Subjects: TK7885 Computer engineering
• Online Access: http://irep.iium.edu.my/114534/7/114534_Impact%20of%20dataset%20balancing.pdf; http://irep.iium.edu.my/114534/; https://ieeexplore.ieee.org/document/10675568

Intrusion Detection Systems (IDS) are indispensable for cybersecurity, as they safeguard networks from increasingly sophisticated and sophisticated cyberattacks. This paper assesses the influence of dataset balancing on the performance of machine learning-based IDS, thereby addressing the challenge...