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Mahmoud M. Ismail

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Open access Oct 2026

Cluster-aware imputation: a hybrid XGBoost-based model for missing data

The fast growth of high-dimensional datasets in computational biology, industrial IoT, and socio-economic research has made the issue of missing data more challenging. This common problem reduces statistical power and introduces systematic bias in later machine learning tasks. Traditional methods, such as listwise dele...

Mahmoud M. Ismail, M. Emad, Mai Mohamed · 0 citations

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