superMICE1.1.1 package

SuperLearner Method for MICE

binarySuperLearner

Function to generate imputations using SuperLearner for data with a bi...

continuousSuperLearner

Function to generate imputations using SuperLearner for data with a co...

gaussianKernel

Kernel functions used for local imputation

jackknifeBandwidthSelection

Jackknife method for selection bandwidth

jackknifeVariance

Computes jackknife variance

localImputation

Function to generate imputations using non-parametric and semi-paramet...

mice.impute.SuperLearner

SuperLearner method for mice package.

Download source packageRead PDF manual

Adds a Super Learner ensemble model method (using the 'SuperLearner' package) to the 'mice' package. Laqueur, H. S., Shev, A. B., Kagawa, R. M. C. (2021) <doi:10.1093/aje/kwab271>.

  • Maintainer: Aaron B. Shev
  • License: GPL-3
  • Last published: 2022-05-04