miceRanger (version 1.5.0)

Multiple Imputation by Chained Equations with Random Forests

Description

Multiple Imputation has been shown to be a flexible method to impute missing values by Van Buuren (2007) . Expanding on this, random forests have been shown to be an accurate model by Stekhoven and Buhlmann to impute missing values in datasets. They have the added benefits of returning out of bag error and variable importance estimates, as well as being simple to run in parallel.

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Install

install.packages('miceRanger')

Monthly Downloads

407

Version

1.5.0

License

MIT + file LICENSE

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Last Published

September 6th, 2021

Functions in miceRanger (1.5.0)