The impact of imputation quality on machine learning classifiers for datasets with missing values.
Tolou ShadbahrMichael RobertsJan StanczukJulian GilbeyPhilip TeareSören DittmerMatthew ThorpeRamon Viñas TornéEvis SalaPietro LióMishal PatelJacobus Prellernull nullJames H F RuddTuomas K MirttiAntti Sakari RannikkoJohn A D AstonJing TangCarola-Bibiane SchönliebPublished in: Communications medicine (2023)
It is imperative to consider the quality of the imputation when performing downstream classification as the effects on the classifier can be considerable.