Miel Verkerken

Towards Model Generalization for Intrusion Detection: Unsupervised Machine Learning Techniques

Miel Verkerken, Laurens D’hooge, Tim Wauters et al. · Journal of Network and Systems Management · 2021 · 114 citations · Full text

Anomaly Detection, Machine Learning, Data Science +12

A Novel Multi-Stage Approach for Hierarchical Intrusion Detection

Miel Verkerken, Laurens D’hooge, Didik Sudyana et al. · IEEE Transactions on Network and Service Management · 2023 · 74 citations · Full text

Anomaly Detection, Machine Learning, Engineering +18

Unsupervised Machine Learning Techniques for Network Intrusion Detection on Modern Data

Miel Verkerken, Laurens D’hooge, Tim Wauters et al. · 2020 · 44 citations

Anomaly Detection, Machine Learning, Engineering +21

Investigating Generalized Performance of Data-Constrained Supervised Machine Learning Models on Novel, Related Samples in Intrusion Detection

Laurens D’hooge, Miel Verkerken, Tim Wauters et al. · Sensors · 2023 · 16 citations · Full text

Task Assignment and Capacity Allocation for ML-Based Intrusion Detection as a Service in a Multi-Tier Architecture

Yuan‐Cheng Lai, Didik Sudyana, Ying‐Dar Lin et al. · IEEE Transactions on Network and Service Management · 2022 · 15 citations · Full text

Anomaly Detection, Machine Learning, Engineering +21