https://github.com/ModelOriented/randomForestExplainer

A set of tools to understand what is happening inside a Random Forest
https://github.com/ModelOriented/randomForestExplainer

cran random-forest

Last synced: about 2 months ago
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A set of tools to understand what is happening inside a Random Forest

• Host: GitHub
• URL: https://github.com/ModelOriented/randomForestExplainer
• Owner: ModelOriented
• Created: 2017-07-12T12:56:58.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2024-03-22T23:28:06.000Z (4 months ago)
• Last Synced: 2024-03-23T00:37:10.602Z (4 months ago)
• Topics: cran, random-forest
• Language: R
• Homepage: https://ModelOriented.github.io/randomForestExplainer/
• Size: 48.6 MB
• Stars: 226
• Watchers: 13
• Forks: 38
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

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• awesome-stars - ModelOriented/randomForestExplainer - A set of tools to understand what is happening inside a Random Forest (R)

README

        
# randomForestExplainer 

[![CRAN status](https://www.r-pkg.org/badges/version/randomForestExplainer)](https://cran.r-project.org/package=randomForestExplainer)

[![R-CMD-check](https://github.com/ModelOriented/randomForestExplainer/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/ModelOriented/randomForestExplainer/actions/workflows/R-CMD-check.yaml)

[![codecov](https://codecov.io/gh/ModelOriented/randomForestExplainer/branch/master/graph/badge.svg)](https://app.codecov.io/gh/ModelOriented/randomForestExplainer?branch=master)

[![DOI](https://zenodo.org/badge/97007621.svg)](https://zenodo.org/badge/latestdoi/97007621)

A set of tools to understand what is happening inside a Random Forest. A detailed discussion of the package and importance measures it implements can be found here: [Master thesis on randomForestExplainer](https://github.com/geneticsMiNIng/BlackBoxOpener/blob/master/randomForestExplainer_Master_thesis.pdf).

## Installation

```r

# the easiest way to get randomForestExplainer is to install it from CRAN:

install.packages("randomForestExplainer")

# Or the the development version from GitHub:

# install.packages("devtools")

devtools::install_github("ModelOriented/randomForestExplainer")

```

## Vignette

* [Understanding random forests with randomForestExplainer](https://modeloriented.github.io/randomForestExplainer/articles/randomForestExplainer.html)

## Cheatsheets

* [A one-page summary](https://github.com/ModelOriented/randomForestExplainer/blob/master/materials/cheatsheet.pdf)

## Examples

* [Initial vignette for glioblastoma data](https://htmlpreview.github.io/?https://github.com/geneticsMiNIng/BlackBoxOpener/blob/master/randomForestExplainer/inst/doc/randomForestExplainer.html)