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permimp (version 1.0-2)

Conditional Permutation Importance

Description

An add-on to the 'party' package, with a faster implementation of the partial-conditional permutation importance for random forests. The standard permutation importance is implemented exactly the same as in the 'party' package. The conditional permutation importance can be computed faster, with an option to be backward compatible to the 'party' implementation. The package is compatible with random forests fit using the 'party' and the 'randomForest' package. The methods are described in Strobl et al. (2007) and Debeer and Strobl (2020) .

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Version

Install

install.packages('permimp')

Monthly Downloads

357

Version

1.0-2

License

GPL-2 | GPL-3

Maintainer

Dries Debeer

Last Published

September 13th, 2021

Functions in permimp (1.0-2)

selFreq

Predictor Selection Frequency in Random Forests
permimp

Random Forest Permutation Importance for random forests
ranks

Reversed Rankings
VarImp-Methods

Methods for VarImp Objects
VarImp

VarImp Objects
permimp-package

tools:::Rd_package_title("permimp")