miceRanger: Multiple Imputation by Chained Equations with Random Forests

Multiple Imputation has been shown to be a flexible method to impute missing values by Van Buuren (2007) <doi:10.1177/0962280206074463>. Expanding on this, random forests have been shown to be an accurate model by Stekhoven and Buhlmann <arXiv:1105.0828> 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.

Package details

AuthorSam Wilson [aut, cre]
MaintainerSam Wilson <samwilson303@gmail.com>
LicenseMIT + file LICENSE
Version1.5.0
URL https://github.com/FarrellDay/miceRanger
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("miceRanger")

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miceRanger documentation built on Sept. 6, 2021, 5:07 p.m.