Research Explorer

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Researcher

Miel Verkerken

11 Results

2023

Castles Built on Sand: Observations from Classifying Academic Cybersecurity Datasets with Minimalist Methods

Laurens D'hoogeMiel VerkerkenTim WautersFilip De TurckBruno Volckaert

Characterizing the Impact of Data-Damaged Models on Generalization Strength in Intrusion Detection

Laurens D'hoogeMiel VerkerkenTim WautersFilip De TurckBruno Volckaert

U Journal Article in Journal of Cybersecurity and Privacy

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

Laurens D'hoogeMiel VerkerkenTim WautersFilip De TurckBruno Volckaert

U Journal Article in Sensors

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

Yuan-Cheng LaiDidik SudyanaYing-Dar LinMiel VerkerkenLaurens D'hoogeTim WautersBruno VolckaertFilip De Turck

U Journal Article in IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT

2022

Discovering non-metadata contaminant features in intrusion detection datasets

Laurens D'hoogeMiel VerkerkenTim WautersBruno VolckaertFilip De Turck

Establishing the contaminating effect of metadata feature inclusion in machine-learned network intrusion detection models

Laurens D'hoogeMiel VerkerkenBruno VolckaertTim WautersFilip De Turck

Fixing the foundations : towards generalization for machine learning

Miel VerkerkenLaurens D'hoogeTim WautersBruno VolckaertFilip De Turck

Towards model generalization for intrusion detection : unsupervised machine learning techniques

Miel VerkerkenLaurens D'hoogeTim WautersBruno VolckaertFilip De Turck

A1 Journal Article in JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT

2021

Hierarchical feature block ranking for data-efficient intrusion detection modeling

Laurens D'hoogeMiel VerkerkenTim WautersBruno VolckaertFilip De Turck

A1 Journal Article in COMPUTER NETWORKS

Machine learning based intrusion detection as a service : task assignment and capacity allocation in a multi-tier architecture

Yuan-Cheng LaiDidik SudyanaYing-Dar LinMiel VerkerkenLaurens D'hoogeTim WautersBruno VolckaertFilip De Turck

2020

Unsupervised machine learning techniques for network intrusion detection on modern data

Miel VerkerkenLaurens D'hoogeTim WautersBruno VolckaertFilip De Turck