A Lightweight Hybrid Intrusion Detection Framework using Machine Learning for Edge-Based IIoT Security. - Azidine Guezzaz; Mourade Azrour; Said Benkirane; Mouaad Mohy-Eddine; Hanaa Attou; Maryam Douiba (Int. Arab J. Inf. Technol., 2022)

An improved anomaly detection model for IoT security using decision tree and gradient boosting. - Maryam Douiba; Said Benkirane; Azidine Guezzaz; Mourade Azrour (J. Supercomput., 2023)

Anomaly detection model based on gradient boosting and decision tree for IoT environments security. - Maryam Douiba; Said Benkirane; Azidine Guezzaz; Mourad Azrour (J. Reliab. Intell. Environ., 2023)