NoorAldeen Salam Taher

A Comprehensive Review on Missing Data Imputation Techniques

The results indicate that machine learning algorithms, particularly missForest and KNN, consistently provide high accuracy by modeling complex and nonlinear relationships and recommend advanced machine learning algorithms to ensure unbiased inference, while cautioning against simple imputation techniques that may introduce bias.