| An improved anomaly detection model for IoT security using decision tree and gradient boosting M Douiba, S Benkirane, A Guezzaz, M Azrour The Journal of Supercomputing 79 (3), 3392-3411, 2023 | 148 | 2023 |
| Machine learning algorithms for efficient water quality prediction M Azrour, J Mabrouki, G Fattah, A Guezzaz, F Aziz Modeling Earth Systems and Environment, 2021 | 137 | 2021 |
| New enhanced authentication protocol for internet of things M Azrour, J Mabrouki, A Guezzaz, Y Farhaoui Big Data Mining and Analytics 4 (1), 1-9, 2021 | 134 | 2021 |
| Internet of things security: challenges and key issues M Azrour, J Mabrouki, A Guezzaz, A Kanwal Security and Communication Networks 2021 (1), 5533843, 2021 | 126 | 2021 |
| Mathematical validation of proposed machine learning classifier for heterogeneous traffic and anomaly detection A Guezzaz, Y Asimi, M Azrour, A Asimi Big Data Mining and Analytics 4 (1), 18-24, 2021 | 115 | 2021 |
| A reliable network intrusion detection approach using decision tree with enhanced data quality A Guezzaz, S Benkirane, M Azrour, S Khurram Security and Communication Networks 2021 (1), 1230593, 2021 | 98 | 2021 |
| An efficient network intrusion detection model for IoT security using K-NN classifier and feature selection M Mohy-Eddine, A Guezzaz, S Benkirane, M Azrour Multimedia Tools and Applications 82 (15), 23615-23633, 2023 | 93 | 2023 |
| lIDS-SIoEL: intrusion detection framework for IoT-based smart environments security using ensemble learning C Hazman, A Guezzaz, S Benkirane, M Azrour Cluster Computing 26 (6), 4069-4083, 2023 | 92 | 2023 |
| Cloud-based intrusion detection approach using machine learning techniques H Attou, A Guezzaz, S Benkirane, M Azrour, Y Farhaoui Big Data Mining and Analytics 6 (3), 311-320, 2023 | 76 | 2023 |
| A Lightweight Hybrid Intrusion Detection Framework using Machine Learning for Edge-Based IIoT Security. A Guezzaz, M Azrour, S Benkirane, M Mohy-Eddine, H Attou, M Douiba Int. Arab J. Inf. Technol. 19 (5), 822-830, 2022 | 73 | 2022 |
| An ensemble learning based intrusion detection model for industrial IoT security M Mohy-Eddine, A Guezzaz, S Benkirane, M Azrour, Y Farhaoui Big Data Mining and Analytics 6 (3), 273-287, 2023 | 59 | 2023 |
| Anomaly detection model based on gradient boosting and decision tree for IoT environments security M Douiba, S Benkirane, A Guezzaz, M Azrour Journal of Reliable Intelligent Environments 9 (4), 421-432, 2023 | 54 | 2023 |
| An effective intrusion detection approach based on ensemble learning for IIoT edge computing M Mohy-Eddine, A Guezzaz, S Benkirane, M Azrour Journal of Computer Virology and Hacking Techniques 19 (4), 469-481, 2023 | 51 | 2023 |
| A Global Intrusion Detection System using PcapSockS Sniffer and Multilayer Perceptron Classifier. A Guezzaz, A Asimi, Y Asimi, Z Tbatou, Y Sadqi Int. J. Netw. Secur. 21 (3), 438-450, 2019 | 47 | 2019 |
| Towards an intelligent intrusion detection system to detect malicious activities in cloud computing H Attou, M Mohy-eddine, A Guezzaz, S Benkirane, M Azrour, A Alabdultif, ... Applied Sciences 13 (17), 9588, 2023 | 43 | 2023 |
| A novel anomaly network intrusion detection system for internet of things security A Guezzaz, S Benkirane, M Azrour IoT and smart devices for sustainable environment, 129-138, 2022 | 41 | 2022 |
| A novel machine learning approach for solar radiation estimation H Hissou, S Benkirane, A Guezzaz, M Azrour, A Beni-Hssane Sustainability 15 (13), 10609, 2023 | 35 | 2023 |
| An overview of the security challenges in IoT environment S Dargaoui, M Azrour, A El Allaoui, F Amounas, A Guezzaz, H Attou, ... Advanced technology for smart environment and energy, 151-160, 2023 | 31 | 2023 |
| FSCB-IDS: Feature selection and minority class balancing for attacks detection in VANETS S Amaouche, A Guezzaz, S Benkirane, M Azrour, SBA Khattak, H Farman, ... Applied sciences 13 (13), 7488, 2023 | 29 | 2023 |
| A distributed intrusion detection approach based on machine leaning techniques for a cloud security A Guezzaz, A Asimi, Y Asimi, M Azrour, S Benkirane Intelligent Systems in Big Data, Semantic Web and Machine Learning, 85-94, 2021 | 28 | 2021 |