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Rashida Ameen

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Review Open access Jul 2026

A Systematic Literature Review of Missing Data Imputation Techniques in Tabular Machine Learning Datasets

This review finds the overall gaps in research, such as the absence of standardized benchmarks, the relative dearth of interest in MNAR mechanisms, and the lack of research on imputation in federated learning.

Nabeel Ali Khan, Munir Ahmad, Shamila Ghafoor et al. · 0 citations

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