# randomForestExplainer <img src="man/figures/logo.png" align="right" width="150"/>

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[![Build Status](https://travis-ci.org/ModelOriented/randomForestExplainer.svg?branch=master)](https://travis-ci.org/ModelOriented/randomForestExplainer)
[![codecov](https://codecov.io/gh/ModelOriented/randomForestExplainer/branch/master/graph/badge.svg)](https://codecov.io/gh/ModelOriented/randomForestExplainer)
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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://cdn.staticaly.com/gh/geneticsMiNIng/BlackBoxOpener/master/randomForestExplainer_Master_thesis.pdf).

## Installation

```
# 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)