Zouhair Elamrani Abou Elassad, Mohammed Ameksa, Dauha Elamrani Abou Elassad, Hajar Mousannif, (2023). “Efficient Fusion Decision System for Predicting Road Crash Events: A Comparative Simulator Study for Imbalance Class Handling”. Transportation Research Record Journal. DOI: https://doi.org/10.1177/03611981231192985 - TR Impact Factor: 1.9. Zouhair Elamrani Abou Elassad, Mohammed Ameksa, Dauha Elamrani Abou Elassad, Hajar Mousannif, (2023). “Machine Learning Prediction of Weather-Induced Road Crash Events for Experienced and Novice Drivers: Insights from a Driving Simulator Study”. Proceedings of the. 8th International Conference on Business Intelligence, Istanbul, Turkey. DOI: https://doi.org/10.1007/978-3-031-37872-0_5. Soukaina EL FEROUALI, Zouhair Elamrani Abou Elassad, Abdelmounaîm ABDALI, (2023). “Does gender affect the identification of road crash occurrences? An Overview and a comparative study”. International Journal of Computer Engineering and Data Science. DOI: https://www.ijceds.com/ijceds/article/view/58. Mohammed Ameksa, Hajar Mousannif, Hassan Al Moatassime, Zouhair Elamrani Abou Elassad, (2022). “Crash Prediction using Ensemble Methods”. Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning BML - Kenitra, Morocco. DOI: https://doi.org/10.5220/0010731200003101. Mohammed Ameksa, Hajar Mousannif, Hassan Al Moatassime, Zouhair Elamrani Abou Elassad, (2020). “Toward Flexible Data Collection of Driving Behaviour”. Proceedings of the The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Turkey. DOI: https://doi.org/10.5194/isprs-archives-XLIV-4-W3-2020-33-2020. Zouhair Elamrani Abou Elassad, Hajar Mousannif, Hassan Al Moatassime, (2020). “A real-time crash prediction fusion framework: An imbalance-aware strategy for collision avoidance systems”. Transportation Research Part C: Emerging Technologies (TRC). Vol 118. DOI: https://doi.org/10.1016/j.trc.2020.102708 - TR Impact Factor: 8.3. Zouhair Elamrani Abou Elassad., Hajar Mousannif, Hassan Al Moatassime, (2020). “A proactive decision support system for predicting traffic crash events: A critical analysis of imbalanced class distribution”. Knowledge-Based Systems (KNOSYS). Vol 205. DOI: https://doi.org/10.1016/j.knosys.2020.106314 - TR Impact Factor: 8.8. Zouhair Elamrani Abou Elassad, Hajar Mousannif, Hassan Al Moatassime, (2020). “The application of machine learning techniques for driving behavior analysis: A conceptual framework and a systematic literature review”. Engineering Applications of Artificial Intelligence (EAAI). Vol 87. DOI: https://doi.org/10.1016/j.engappai.2019.103312 - TR Impact Factor: 8. Zouhair Elamrani Abou Elassad, Hajar Mousannif, Hassan Al Moatassime, (2020). “Class-imbalanced crash prediction based on real-time traffic and weather data: A driving simulator study”. Traffic Injury Prevention (TIP). Vol 21. DOI: https://doi.org/10.1080/15389588.2020.1723794 - TR Impact Factor: 2.2.