A framework towards more accurate and explanatory student performance model. - Hayat Sahlaoui; El Arbi Abdellaoui Alaoui; Said Agoujil (NISS (ACM), 2021)

Predicting and Interpreting Student Performance Using Ensemble Models and Shapley Additive Explanations. - Hayat Sahlaoui; El Arbi Abdellaoui Alaoui; Anand Nayyar; Said Agoujil; Mustafa Musa Jaber (IEEE Access, 2021)

An empirical assessment of smote variants techniques and interpretation methods in improving the accuracy and the interpretability of student performance models. - Hayat Sahlaoui; El Arbi Abdellaoui Alaoui; Said Agoujil; Anand Nayyar (Educ. Inf. Technol., 2024)