Tim Wauters

Improving Generalization of ML-Based IDS With Lifecycle-Based Dataset, Auto-Learning Features, and Deep Learning

2024 · IEEE Transactions on Machine Learning in Communications and Networking

During the past 10 years, researchers have extensively explored the use of machine learning (ML) in enhancing network intrusion detection systems (IDS). While many studies focused on improving accuracy of ML-based IDS, true effectiveness lies …