The performance of prognostic models depended on the choice of missing value imputation algorithm: a simulation study - Deforth, Manja; Heinze, Georg; Held, Ulrike (Journal of clinical epidemiology, 2024)
Keywords: Accuracy; Algorithms; Amputation; Animal models; AregImpute; Calibration; Complete case analysis; Computer Simulation; Data analysis; Data Interpretation, Statistical; Datasets; Humans; Impact analysis; Internal Medicine; Logistic Models; Machine Learning; Medical prognosis; Mice; MissForest; Missing data; Missing value imputation; Modelling; Models, Statistical; Patients; Performance evaluation; Prediction model; Prediction models; Predictions; Prognosis; Regression analysis; Regression models; Simulation; Software; Software packages; Statistical analysis; Statistical methods; Statistical prediction; Variables; Missing value imputation; MissForest; Complete case analysis; Mice; AregImpute; Prediction model