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Author

Avishek Barman

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Sep 2026

Explainable Machine Learning for Student Outcome Prediction using Boosting and Additive Models

This study proposes an explainability-driven framework for student outcome prediction by comparing a black-box high-performance model with an inherently interpretable model. While machine learning models are increasingly used for academic earlywarning systems, their lack of transparency limits real-world deployment...

Avishek Barman, Anal Acharya, Soumen Mukherjee · 0 citations

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