Enhanced Intrusion Detection with Data Stream Classification and Concept Drift Guided by the Incremental Learning Genetic Programming Combiner. - Methaq A. Shyaa; Zurinahni Zainol; Rosni Abdullah; Mohammed Anbar; Laith Alzubaidi; José Santamaría (Sensors, 2023)

Evolving cybersecurity frontiers: A comprehensive survey on concept drift and feature dynamics aware machine and deep learning in intrusion detection systems. - Methaq A. Shyaa; Noor Farizah Ibrahim; Zurinahni Zainol; Rosni Abdullah; Mohammed Anbar; Laith Alzubaidi (Eng. Appl. Artif. Intell., 2024)

Reinforcement Learning-Based Voting for Feature Drift-Aware Intrusion Detection: An Incremental Learning Framework. - Methaq A. Shyaa; Noor Farizah Ibrahim; Zurinahni Zainol; Rosni Abdullah; Mohammed Anbar (IEEE Access, 2025)