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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: 3 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 (over 7 years ago)
Default Branch: master
Last Pushed: 2024-03-25T18:04:01.000Z (8 months ago)
Last Synced: 2024-07-24T00:14:10.727Z (4 months ago)
Topics: cran, random-forest
Language: R
Homepage: https://ModelOriented.github.io/randomForestExplainer/
Size: 48.6 MB
Stars: 230
Watchers: 13
Forks: 38
Open Issues: 5
Metadata Files:
- Readme: README.md

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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)