Impact of data balancing and feature selection on machine learning based network intrusion detection

• Main Authors: Barkah, Azhari Shouni, Selamat, Siti Rahayu, Zainal Abidin, Zaheera, Wahyudi, Rizki
• Format: Article
• Language: English
• Published: Information Technology Department, Politeknik Negeri Padang 2023
• Online Access: http://eprints.utem.edu.my/id/eprint/27751/2/0101729052023.pdf; http://eprints.utem.edu.my/id/eprint/27751/; https://joiv.org/index.php/joiv/article/view/1041/0; http://dx.doi.org/10.30630/joiv.7.1.1041

Unbalanced datasets are a common problem in supervised machine learning. It leads to a deeper understanding of the majority of classes in machine learning. Therefore, the machine learning model is more effective at recognizing the majority classes than the minority classes. Naturally, imbalanced da...