Institute of Information Security

A Comparative Study of Explainable (XAI) Deep and Ensemble Learning Models for a Web Application Firewall Using the FWAF Dataset

Bridging the gap between predictive accuracy and interpretability in web application security, this study benchmarks machine learning (ML) and deep learning (DL) models for intrusion detection using the publicly available FWAF dataset. We evaluate six widely used classifiers—Logi...