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2025
2025 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON)
ConferenceAccepted

A Novel Hybrid Stacked Ensemble Model with XAI for Robust and Interpretable HIV Infection Prediction

Authors

Khaled Mahmud Sujon, Aminul Islam Miraz, Tahmedur Rahman, Tahmid Farabe Shehun, Adnan Shafi, Md Muzahidul Islam, Md Monirul Islam Molla

Abstract

A stacked ensemble model integrating five heterogeneous classifiers with logistic regression as meta-learner. The framework incorporates Z-score normalization and SMOTE, achieving AUC of 0.711 and recall of 0.748. SHAP-based interpretability reveals key contributing features for clinical adoption.

Publication Details

Venue

2025 IEEE International Conference on Biomedical Engineering, Computer and Information Technology for Health (BECITHCON)

Year

2025

Authors

Khaled Mahmud Sujon, Aminul Islam Miraz, Tahmedur Rahman, Tahmid Farabe Shehun, Adnan Shafi, Md Muzahidul Islam, Md Monirul Islam Molla

Type

ConferenceAccepted