Other packages > Find by keyword >

randomForestVIP  

Tune Random Forests Based on Variable Importance & Plot Results
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("randomForestVIP", "0.1.3")



Attach the package and use:
library("randomForestVIP")
Maintained by
Kelvyn Bladen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-07-19
Latest Update: 2023-07-19
Description:
Functions for assessing variable relations and associations prior to modeling with a Random Forest algorithm (although these are relevant for any predictive model). Metrics such as partial correlations and variance inflation factors are tabulated as well as plotted for the user. A function is available for tuning the main Random Forest hyper-parameter based on model performance and variable importance metrics. This grid-search technique provides tables and plots showing the effect of the main hyper-parameter on each of the assessment metrics. It also returns each of the evaluated models to the user. The package also provides superior variable importance plots for individual models. All of the plots are developed so that the user has the ability to edit and improve further upon the plots. Derivations and methodology are described in Bladen (2022) .
How to cite:
Kelvyn Bladen (2023). randomForestVIP: Tune Random Forests Based on Variable Importance & Plot Results. R package version 0.1.3, https://cran.r-project.org/web/packages/randomForestVIP. Accessed 12 Oct. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited randomForestVIP R package
View randomForestVIP citation profile
Other R packages that randomForestVIP depends, imports, suggests or enhances
Complete documentation for randomForestVIP
Functions, R codes and Examples using the randomForestVIP R package
Some associated functions: boston . ggvip . lichen . mtry_compare . partial_cor . robust_vifs . 
Some associated R codes: data.R . ggvip.R . globals.R . mtry_compare.R . partial_cor.R . robust_vifs.R .  Full randomForestVIP package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

cglasso  
Conditional Graphical LASSO for Gaussian Graphical Models with Censored and Missing Values
Conditional graphical lasso estimator is an extension of the graphical lasso proposed to estimate th ...
Download / Learn more Package Citations See dependency  
SLEMI  
Statistical Learning Based Estimation of Mutual Information
The implementation of the algorithm for estimation of mutual information and channel capacity from e ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
ggparliament  
Parliament Plots
Simple parliament plots using 'ggplot2'. Visualize election results as points in the architectural l ...
Download / Learn more Package Citations See dependency  
gwavr  
Get Water Attributes Visually in R
Provides methods to Get Water Attributes Visually in R ('gwavr'). This allows the user to point and ...
Download / Learn more Package Citations See dependency  

29,000

R Packages

247,686

Dependencies

76,729

Author Associations

29,001

Publication Badges

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