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permimp (version 1.1-0)

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

397

Version

1.1-0

License

GPL-2 | GPL-3

Maintainer

Dries Debeer

Last Published

March 28th, 2025

Functions in permimp (1.1-0)

permimp-package

tools:::Rd_package_title("permimp")
ranks

Reversed Rankings
selFreq

Predictor Selection Frequency in Random Forests
VarImp

VarImp Objects
VarImp-Methods

Methods for VarImp Objects
permimp

Random Forest Permutation Importance for random forests