Academic Bibliography

Search 200 years of publications by Ghent University researchers.

Miel Verkerken

Faculty of Engineering and Architecture > Department of Information technology

Work address: Technologiepark Zwijnaarde 126
9052 Zwijnaarde
Email: Miel.Verkerken@UGent.be
ORCID iD: 0000-0002-1781-900X

Show Sort by

Add to list
- Journal Article
Characterizing the Impact of Data-Damaged Models on Generalization Strength in Intrusion Detection

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Tim Wauters (UGent) , Filip De Turck (UGent) and Bruno Volckaert (UGent)

(2023) Journal of Cybersecurity and Privacy. 3(2). p.118-144
Add to list
- Conference Paper
Castles Built on Sand: Observations from Classifying Academic Cybersecurity Datasets with Minimalist Methods

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Tim Wauters (UGent) , Filip De Turck (UGent) and Bruno Volckaert (UGent)

(2023) Proceedings of the 8th International Conference on Internet of Things, Big Data and Security.
Add to list
- Journal Article
Investigating Generalized Performance of Data-Constrained Supervised Machine Learning Models on Novel, Related Samples in Intrusion Detection

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Tim Wauters (UGent) , Filip De Turck (UGent) and Bruno Volckaert (UGent)

(2023) Sensors. 23(4).
Add to list
- Journal Article
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, Miel Verkerken (UGent) , Laurens D'hooge (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2023) IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. 20(1). p.672-683
Add to list
- Conference Paper
- C3
- open access
Fixing the foundations : towards generalization for machine learning

Miel Verkerken (UGent) , Laurens D'hooge (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2022) Faculty of Engineering and Architecture Research Symposium 2022 (FEARS 2022), Abstracts.
Add to list
Establishing the contaminating effect of metadata feature inclusion in machine-learned network intrusion detection models

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Bruno Volckaert (UGent) , Tim Wauters (UGent) and Filip De Turck (UGent)

(2022) Detection of Intrusions and Malware, and Vulnerability Assessment, DIMVA 2022. In Lecture Notes in Computer Science 13358. p.23-41
Add to list
- Conference Paper
- P1
- open access
Discovering non-metadata contaminant features in intrusion detection datasets

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2022) 2022 19TH ANNUAL INTERNATIONAL CONFERENCE ON PRIVACY, SECURITY & TRUST (PST). In Annual Conference on Privacy Security and Trust-PST
Add to list
- Journal Article
- A1
- open access
Towards model generalization for intrusion detection : unsupervised machine learning techniques

Miel Verkerken (UGent) , Laurens D'hooge (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2022) JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT. 30(1).
Add to list
Hierarchical feature block ranking for data-efficient intrusion detection modeling

Laurens D'hooge (UGent) , Miel Verkerken (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2021) COMPUTER NETWORKS. 201.
Add to list
Machine learning based intrusion detection as a service : task assignment and capacity allocation in a multi-tier architecture

Yuan-Cheng Lai, Didik Sudyana, Ying-Dar Lin, Miel Verkerken (UGent) , Laurens D'hooge (UGent) , Tim Wauters (UGent) , Bruno Volckaert (UGent) and Filip De Turck (UGent)

(2021) UCC '21 : proceedings of the 14th IEEE/ACM International Conference on Utility and Cloud Computing Companion.

1
2

Next →