Frédéric Majorczyk

Imbalanced classification with tpg genetic programming

2022 · Proceedings of the Genetic and Evolutionary Computation Conference Companion

Recent research advances on Tangled Program Graphs (TPGs) have demonstrated that Genetic Programming (GP) can be used to build accurate classifiers. However, this performance has been tested on balanced classification problems while most of the …

Towards Understanding Alerts raised by Unsupervised Network Intrusion Detection Systems

2023

The use of Machine Learning for anomaly detection in cyber security-critical applications, such as intrusion detection systems, has been hindered by the lack of explainability. Without understanding the reason behind anomaly alerts, it is too …