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DESCRIPTION

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Version: 0.9
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Authors@R: c(
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person("Aleksandra", "Paluszynska", email = "[email protected]", role = c("aut", "cre")),
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person("Przemyslaw", "Biecek", email = "[email protected]", role = c("aut","ths"))
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person("Przemyslaw", "Biecek", email = "[email protected]", role = c("aut","ths")),
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person("Yue", "Jiang", role = "aut")
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)
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Description: A set of tools to help explain which variables are most important in a random forests. Various variable importance measures are calculated and visualized in different settings in order to get an idea on how their importance changes depending on our criteria (Hemant Ishwaran and Udaya B. Kogalur and Eiran Z. Gorodeski and Andy J. Minn and Michael S. Lauer (2010) <doi:10.1198/jasa.2009.tm08622>, Leo Breiman (2001) <doi:10.1023/A:1010933404324>).
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Depends: R (>= 3.0)
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knitr
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VignetteBuilder: knitr
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RoxygenNote: 6.1.1
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URL: https://github.com/MI2DataLab/randomForestExplainer
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URL: https://github.com/ModelOriented/randomForestExplainer

README.md

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# randomForestExplainer
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[![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/randomForestExplainer)](https://cran.r-project.org/package=factorMerger)
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[![Pending Pull-Requests](http://githubbadges.herokuapp.com/MI2DataLab/randomForestExplainer/pulls.svg)](https://github.com/MI2DataLab/randomForestExplainer/pulls)
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[![Github Issues](http://githubbadges.herokuapp.com/MI2DataLab/randomForestExplainer/issues.svg)](https://github.com/MI2DataLab/randomForestExplainer/issues)
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[![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/randomForestExplainer)](https://cran.r-project.org/package=randomForestExplainer)
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[![Github Issues](http://githubbadges.herokuapp.com/ModelOriented/randomForestExplainer/issues.svg)](https://github.com/MI2DataLab/ModelOriented/issues)
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[![DOI](https://zenodo.org/badge/97007621.svg)](https://zenodo.org/badge/latestdoi/97007621)
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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://rawgit.com/geneticsMiNIng/BlackBoxOpener/master/randomForestExplainer_Master_thesis.pdf).
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```{r}
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if (!require(devtools)) install.packages("devtools")
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devtools::install_github("MI2DataLab/randomForestExplainer")
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devtools::install_github("ModelOriented/randomForestExplainer")
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library(randomForestExplainer)
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```
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## Vignette
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* [Understanding random forests with randomForestExplainer](https://rawgit.com/MI2DataLab/randomForestExplainer/master/inst/doc/randomForestExplainer.html)
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* [Understanding random forests with randomForestExplainer](https://rawgit.com/ModelOriented/randomForestExplainer/master/inst/doc/randomForestExplainer.html)
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## Cheatsheets
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* [A one-page summary](https://github.com/MI2DataLab/randomForestExplainer/blob/master/materials/cheatsheet.pdf)
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* [A one-page summary](https://github.com/ModelOriented/randomForestExplainer/blob/master/materials/cheatsheet.pdf)
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## Examples
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_pkgdown.yml

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template:
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package: MI2template
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package: DrWhyTemplate
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default_assets: false

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