From: Evaluation of data imputation strategies in complex, deeply-phenotyped data sets: the case of the EU-AIMS Longitudinal European Autism Project
Imputation Strategy
Univariate
Mean
Median
Multivariate Regression with Round-Robin schedule
Linear
Bayesian Ridge (BR)
Non-linear
Decision Trees (DT)
Extra Trees (ET)
Nearest-Neighbours (NN)