Evaluation of machine learning methods for covariate data imputation in pharmacometrics

Modeling of levothyroxine in newborns and infants with congenital hypothyroidism: challenges and opportunities of a rare disease multi-center study

(2021) Gilbert Koch et al.   JOURNAL OF PHARMACOKINETICS AND PHARMACODYNAMICS

Accuracy of random-forest-based imputation of missing data in the presence of non-normality, non-linearity, and interaction

(2020) Shangzhi Hong et al.   BMC Medical Research Methodology

Characterizing dynamics of serum creatinine and creatinine clearance in extremely low birth weight neonates during the first 6 weeks of life

(2020) Tamara van Donge et al.   PEDIATRIC NEPHROLOGY

Methadone dosing strategies in preterm neonates can be simplified

(2019) Tamara van Donge et al.   BRITISH JOURNAL OF CLINICAL PHARMACOLOGY

Imputation of missing data with neural networks for classification

(2019) Suvra Jyoti Choudhury et al.   KNOWLEDGE-BASED SYSTEMS

Semiparametric Estimation with Data Missing Not at Random Using an Instrumental Variable

(2018) Eric Tchetgen Tchetgen et al.   STATISTICA SINICA

Caffeine Citrate Dosing Adjustments to Assure Stable Caffeine Concentrations in Preterm Neonates

(2017) Gilbert Koch et al.   JOURNAL OF PEDIATRICS

Nearest neighbor imputation algorithms: a critical evaluation

(2016) Lorenzo Beretta et al.   BMC Medical Informatics and Decision Making

mice: Multivariate Imputation by Chained Equations inR

(2015) Stef van Buuren et al.   Journal of Statistical Software

Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study

(2014) Anoop D. Shah et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Comparison of Methods for Handling Missing Covariate Data

(2013) Åsa M. Johansson et al.   AAPS Journal

Missing Data in Clinical Studies: Issues and Methods

(2012) Joseph G. Ibrahim et al.   JOURNAL OF CLINICAL ONCOLOGY

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

Unpredictable bias when using the missing indicator method or complete case analysis for missing confounder values: an empirical example

(2010) Mirjam J. Knol et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

The Emerging Scientific Discipline of Pharmacometrics

(2010) Marc Pfister et al.   JOURNAL OF CLINICAL PHARMACOLOGY