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Miel Verkerken
Miel Verkerken
PhD Researcher, Ghent University - Imec
Verified email at UGent.be
Title
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Cited by
Year
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
512022
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
262020
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
132023
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
92022
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
72023
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
62021
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
42022
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
32023
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
22022
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
22021
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
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