Supervised learning as an inverse problem based on non-smooth loss function. - Soufiane Lyaqini; Mohamed Quafafou; Mourad Nachaoui; Abdelkrim Chakib (Knowl. Inf. Syst., 2020)

Primal dual algorithm for solving the nonsmooth Twin SVM. - Soufiane Lyaqini; Aissam Hadri; Ayoub Ellahyani; Mourad Nachaoui (Eng. Appl. Artif. Intell., 2024)

Identifying the contextual factors related to the reading performance of Moroccan fourth-grade students from a Machine Learning-based Approach. - Zakaria Khoudi; Mourad Nachaoui; Soufiane Lyaqini (Educ. Inf. Technol., 2024)

Enhancing Machine Learning and Deep Learning Models for Depression Detection: A Focus on SMOTE, RoBERTa, and CNN-LSTM. - Chaimae Taoussi; Soufiane Lyaqini; Abdelmoutalib Metrane; Imad Hafidi (Informatica (Slovenia), 2025)

New Approach to Enhancing Student Performance Prediction Using Machine Learning Techniques and Clickstream Data in Virtual Learning Environments. - Zakaria Khoudi; Nasereddine Hafidi; Mourad Nachaoui; Soufiane Lyaqini (SN Comput. Sci., 2025)

Machine Learning for Optimal Player Substitutions in Soccer. - Marouane Baadi; Zakaria Khoudi; Lekbir Afraites; Soufiane Lyaqini (SN Comput. Sci., 2025)

Improved Supervised Machine Learning for Predicting Auto Insurance Purchase Patterns. - Mourad Nachaoui; Fatma Manlaikhaf; Soufiane Lyaqini (IEEE Trans. Artif. Intell., 2025)

DWD-SVM: Support Vector Machines Based on the Distance Weighted Discrimination (DWD) Loss Function to Breast Cancer Diagnosis Classification. - Zakaria Khoudi; Mourad Nachaoui; Soufiane Lyaqini (SN Comput. Sci., 2025)