A. Warzyński

Decoding the Enigma of Collaborative Intrusion Detection Systems: Ensemble Learning vs Federated Learning in the Battle for Collaborative Anomaly Detection Supremacy

This research examines the comparative effectiveness of EL and FL within CIDS for robust detection of coordinated attacks in heterogeneous network environments and reveals that network heterogeneity significantly influences detection model performance.