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miceRanger

Multiple Imputation by Chained Equations with Random Forests

v1.5.0 · Sep 6, 2021 · MIT + file LICENSE

Description

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.

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CRAN incoming feasibility

Maintainer: ‘Sam Wilson <samwilson303@gmail.com>’

The Description field contains
  model by Stekhoven and Buhlmann <arXiv:1105.0828> to impute missing
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Sam Wilson <samwilson303@gmail.com>’

The Description field contains
  model by Stekhoven and Buhlmann <arXiv:1105.0828> to impute missing
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Sam Wilson <samwilson303@gmail.com>’

The Description field contains
  model by Stekhoven and Buhlmann <arXiv:1105.0828> to impute missing
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Sam Wilson <samwilson303@gmail.com>’

The Description field contains
  model by Stekhoven and Buhlmann <arXiv:1105.0828> to impute missing
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Reverse Dependencies (3)

Dependency Network

Dependencies Reverse dependencies ranger data.table FNN ggplot2 crayon corrplot ggpubr DescTools foreach FuzzyImputationTest opImputation SurvivalClusteringTree miceRanger

Version History

new 1.5.0 Mar 10, 2026
updated 1.5.0 ← 1.4.0 diff Sep 5, 2021
updated 1.4.0 ← 1.3.5 diff May 12, 2021
updated 1.3.5 ← 1.3.4 diff Apr 2, 2020
updated 1.3.4 ← 1.3.1 diff Feb 21, 2020
updated 1.3.1 ← 1.3.0 diff Feb 13, 2020
updated 1.3.0 ← 1.2.0 diff Jan 28, 2020
updated 1.2.0 ← 1.1.0 diff Jan 20, 2020
new 1.1.0 Jan 18, 2020