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2025
2025 IEEE International Conference on Signal Processing, Information, Communication and Systems (SPICSCON)
ConferenceAccepted
An Explainable AI Framework for Multiclass Student Performance Prediction with SMOTE and Feature Selection
Authors
Khaled Mahmud Sujon, Md. Tahmid Farabe Shehun, Md Muzahidul Islam, Tahmedur Rahman, Adnan Shafi, Aminul Islam Miraz, Md Monirul Islam Molla
Abstract
An integrated framework combining SMOTE, correlation-based feature selection, and explainable AI for multiclass student performance prediction. Random Forest achieves perfect classification, with XAI methods (SHAP, LIME) identifying project and assignment scores as most influential predictors.
Publication Details
Venue
2025 IEEE International Conference on Signal Processing, Information, Communication and Systems (SPICSCON)
Year
2025
Authors
Khaled Mahmud Sujon, Md. Tahmid Farabe Shehun, Md Muzahidul Islam, Tahmedur Rahman, Adnan Shafi, Aminul Islam Miraz, Md Monirul Islam Molla
Type
ConferenceAccepted