Laurens D’hooge

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

Inter-dataset generalization strength of supervised machine learning methods for intrusion detection

Laurens D’hooge, Tim Wauters, Bruno Volckaert et al. · Journal of Information Security and Applications · 2020 · 75 citations

Data Classification, Anomaly Detection, Machine Learning +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

Classification Hardness for Supervised Learners on 20 Years of Intrusion Detection Data

Laurens D’hooge, Tim Wauters, Bruno Volckaert et al. · IEEE Access · 2019 · 26 citations · Full text

Anomaly Detection, Machine Learning, Engineering +22