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superMICE

R package adding SuperLearner method to MICE

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Version

Install

install.packages('superMICE')

Monthly Downloads

65

Version

1.1.1

License

GPL-3

Maintainer

Aaron Shev

Last Published

May 4th, 2022

Functions in superMICE (1.1.1)

gaussianKernel

Kernel functions used for local imputation
jackknifeVariance

Computes jackknife variance
binarySuperLearner

Function to generate imputations using SuperLearner for data with a binary outcome.
mice.impute.SuperLearner

SuperLearner method for mice package.
localImputation

Function to generate imputations using non-parametric and semi-parametric local imputation methods.
continuousSuperLearner

Function to generate imputations using SuperLearner for data with a continuous outcome
jackknifeBandwidthSelection

Jackknife method for selection bandwidth