Other packages > Find by keyword >

missRanger  

Fast Imputation of Missing Values
View on CRAN: Click here


Download and install missRanger package within the R console
Install from CRAN:
install.packages("missRanger")

Install from Github:
library("remotes")
install_github("cran/missRanger")

Install by package version:
library("remotes")
install_version("missRanger", "2.6.1")



Attach the package and use:
library("missRanger")
Maintained by
Michael Mayer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-08-25
Latest Update: 2024-12-07
Description:
Alternative implementation of the beautiful 'MissForest' algorithm used to impute mixed-type data sets by chaining random forests, introduced by Stekhoven, D.J. and Buehlmann, P. (2012) . Under the hood, it uses the lightning fast random jungle package 'ranger'. Between the iterative model fitting, we offer the option of using predictive mean matching. This firstly avoids imputation with values not already present in the original data (like a value 0.3334 in 0-1 coded variable). Secondly, predictive mean matching tries to raise the variance in the resulting conditional distributions to a realistic level. This would allow e.g. to do multiple imputation when repeating the call to missRanger(). A formula interface allows to control which variables should be imputed by which.
How to cite:
Michael Mayer (2017). missRanger: Fast Imputation of Missing Values. R package version 2.6.1, https://cran.r-project.org/web/packages/missRanger. Accessed 05 Jun. 2026.
Previous versions and publish date:
1.0.0 (2017-08-25 15:04), 1.0.1 (2018-03-22 09:40), 1.0.2 (2018-04-23 12:23), 1.0.3 (2018-05-15 20:40), 1.0.4 (2019-01-08 00:40), 1.0.5 (2019-06-09 11:20), 2.1.0 (2019-06-30 23:10), 2.1.1 (2021-03-20 21:40), 2.1.3 (2021-03-30 08:50), 2.2.0 (2023-03-24 21:10), 2.2.1 (2023-04-28 17:20), 2.3.0 (2023-10-20 20:20), 2.4.0 (2023-11-19 10:30), 2.5.0 (2024-07-12 21:40), 2.6.0 (2024-08-17 17:50)
Other packages that cited missRanger R package
View missRanger citation profile
Other R packages that missRanger depends, imports, suggests or enhances
Complete documentation for missRanger
Functions, R codes and Examples using the missRanger R package
Some associated functions: generateNA . imputeUnivariate . missRanger . pmm . print.missRanger . summary.missRanger . 
Some associated R codes: generateNA.R . imputeUnivariate.R . methods.R . missRanger.R . pmm.R .  Full missRanger package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA