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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