Towards model generalization for intrusion detection: Unsupervised machine learning techniques M Verkerken, L D’hooge, T Wauters, B Volckaert, F De Turck Journal of Network and Systems Management 30, 1-25, 2022 | 54 | 2022 |
Unsupervised machine learning techniques for network intrusion detection on modern data M Verkerken, L D’hooge, T Wauters, B Volckaert, F De Turck 2020 4th Cyber Security in Networking Conference (CSNet), 1-8, 2020 | 27 | 2020 |
A novel multi-stage approach for hierarchical intrusion detection M Verkerken, L D’hooge, D Sudyana, YD Lin, T Wauters, B Volckaert, ... IEEE Transactions on Network and Service Management, 2023 | 16 | 2023 |
Establishing the contaminating effect of metadata feature inclusion in machine-learned network intrusion detection models L D’hooge, M Verkerken, B Volckaert, T Wauters, F De Turck International Conference on Detection of Intrusions and Malware, and …, 2022 | 9 | 2022 |
Investigating generalized performance of data-constrained supervised machine learning models on novel, related samples in intrusion detection L D’hooge, M Verkerken, T Wauters, F De Turck, B Volckaert Sensors 23 (4), 1846, 2023 | 8 | 2023 |
Hierarchical feature block ranking for data-efficient intrusion detection modeling L D’hooge, M Verkerken, T Wauters, B Volckaert, F De Turck Computer Networks 201, 108613, 2021 | 7 | 2021 |
Task assignment and capacity allocation for ml-based intrusion detection as a service in a multi-tier architecture YC Lai, D Sudyana, YD Lin, M Verkerken, L D’hooge, T Wauters, ... IEEE Transactions on Network and Service Management 20 (1), 672-683, 2022 | 4 | 2022 |
Castles built on sand: Observations from classifying academic cybersecurity datasets with minimalist methods L D'hooge, M Verkerken, T Wauters, F De Turck, B Volckaert 8th International Conference on Internet of Things, Big Data and Security …, 2023 | 3 | 2023 |
Discovering non-metadata contaminant features in intrusion detection datasets L D’hooge, M Verkerken, T Wauters, B Volckaert, F De Turck 2022 19th Annual International Conference on Privacy, Security & Trust (PST …, 2022 | 2 | 2022 |
Machine learning based intrusion detection as a service: Task assignment and capacity allocation in a multi-tier architecture YC Lai, D Sudyana, YD Lin, M Verkerken, L D'hooge, T Wauters, ... Proceedings of the 14th IEEE/ACM International Conference on Utility and …, 2021 | 2 | 2021 |
Performance Impact of Queue Sorting in Container-Based Application Scheduling J Santos, M Verkerken, L D'hooge, T Wauters, B Volckaert, F De Turck 2023 19th International Conference on Network and Service Management (CNSM), 1-9, 2023 | | 2023 |
Characterizing the Impact of Data-Damaged Models on Generalization Strength in Intrusion Detection L D’hooge, M Verkerken, T Wauters, F De Turck, B Volckaert Journal of Cybersecurity and Privacy 3 (2), 118-144, 2023 | | 2023 |
Fixing the foundations: towards generalization for machine learning M Verkerken, L D'hooge, T Wauters, B Volckaert, F De Turck Faculty of Engineering and Architecture Research Symposium 2022 (FEARS 2022), 2022 | | 2022 |