Other packages > Find by keyword >

literanger  

Random Forests for Multiple Imputation Based on 'ranger'
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("literanger", "0.1.1")



Attach the package and use:
library("literanger")
Maintained by
Stephen Wade
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-06-26
Latest Update: 2023-07-13
Description:
An updated implementation of R package 'ranger' by Wright et al, (2017) for training and predicting from random forests, particularly suited to high-dimensional data, and for embedding in 'Multiple Imputation by Chained Equations' (MICE) by van Buuren (2007) . Ensembles of classification and regression trees are currently supported. Sparse data of class 'dgCMatrix' (R package 'Matrix') can be directly analyzed. Conventional bagged predictions are available alongside an efficient prediction for MICE via the algorithm proposed by Doove et al (2014) . Survival and probability forests are not supported in the update, nor is data of class 'gwaa.data' (R package 'GenABEL'); use the original 'ranger' package for these analyses.
How to cite:
Stephen Wade (2023). literanger: Random Forests for Multiple Imputation Based on 'ranger'. R package version 0.1.1, https://cran.r-project.org/web/packages/literanger. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.0.1 (2023-06-26 14:20), 0.0.2 (2023-07-13 23:30), 0.1.0 (2024-09-04 01:20)
Other packages that cited literanger R package
View literanger citation profile
Other R packages that literanger depends, imports, suggests or enhances
Complete documentation for literanger
Functions, R codes and Examples using the literanger R package
Some associated functions: literanger-package . predict.literanger . train . 
Some associated R codes: cpp11.R . literanger-package.R . predict.R . train.R . utility.R .  Full literanger package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

LOGANTree  
Tree-Based Models for the Analysis of Log Files from Computer-Based Assessments
Enables researchers to model log-file data from computer-based assessments using machine-learning te ...
Download / Learn more Package Citations See dependency  
Maintainer: Qi Qin (view profile)
wordspace  
Distributional Semantic Models in R
An interactive laboratory for research on distributional semantic models ('DSM', see < ...
Download / Learn more Package Citations See dependency  
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  
elect  
Estimation of Life Expectancies Using Multi-State Models
Functions to compute state-specific and marginal life expectancies. The computation is based on a fi ...
Download / Learn more Package Citations See dependency  
Rfast2  
A Collection of Efficient and Extremely Fast R Functions II
A collection of fast statistical and utility functions for data analysis. Functions for regression, ...
Download / Learn more Package Citations See dependency  
composits  
Compositional, Multivariate and Univariate Time Series Outlier Ensemble
A compositional multivariate and univariate time series outlier ensemble.It uses the four R packages ...
Download / Learn more Package Citations See dependency  

23,394

R Packages

201,798

Dependencies

63,416

Author Associations

23,395

Publication Badges

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