Package: permimp 1.1.0.9000

permimp: Conditional Permutation Importance

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) <doi:10.1186/1471-2105-8-25> and Debeer and Strobl (2020) <doi:10.1186/s12859-020-03622-2>.

Authors:Dries Debeer [aut, cre], Torsten Hothorn [aut], Carolin Strobl [aut]

permimp_1.1.0.9000.tar.gz
permimp_1.1.0.9000.zip(r-4.7)permimp_1.1.0.9000.zip(r-4.6)permimp_1.1.0.9000.zip(r-4.5)
permimp_1.1.0.9000.tgz(r-4.6-any)permimp_1.1.0.9000.tgz(r-4.5-any)
permimp_1.1.0.9000.tar.gz(r-4.7-any)permimp_1.1.0.9000.tar.gz(r-4.6-any)
permimp_1.1.0.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
permimp/json (API)
NEWS

# Install 'permimp' in R:
install.packages('permimp', repos = c('https://ddebeer.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/ddebeer/permimp/issues

Pkgdown/docs site:https://ddebeer.github.io

On CRAN:

Conda:

6.35 score 5 stars 1 packages 99 scripts 333 downloads 3 mentions 6 exports 55 dependencies

Last updated from:aef705a7fa. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK160
source / vignettesOK196
linux-release-x86_64OK156
macos-release-arm64OK107
macos-oldrel-arm64OK86
windows-develOK109
windows-releaseOK116
windows-oldrelOK107
wasm-releaseOK159

Exports:as.VarImpis.VarImppermimpplot.VarImpranksselFreq

Dependencies:classclicodetoolscoincpp11data.tablediagramdigestfarverfuturefuture.applyggplot2globalsgluegtableipredisobandKernSmoothlabelinglatticelavalibcoinlifecyclelistenvMASSMatrixmatrixStatsmodeltoolsmultcompmvtnormnnetnumDerivparallellypartypbapplyprodlimprogressrR6randomForestRColorBrewerRcpprlangrpartS7sandwichscalesshapeSQUAREMstrucchangesurvivalTH.datavctrsviridisLitewithrzoo

The permimp-package

Rendered frompermimp-package.Rmdusingknitr::rmarkdownon May 24 2026.

Last update: 2025-03-27
Started: 2020-06-11

Readme and manuals

Help Manual

Help pageTopics
Conditional Permutation Importancepermimp-package
Random Forest Permutation Importance for random forestspermimp permimp.RandomForest permimp.randomForest
Reversed Rankingsranks ranks.default ranks.VarImp
Predictor Selection Frequency in Random ForestsselFreq
VarImp Objectsas.VarImp as.VarImp.data.frame as.VarImp.matrix as.VarImp.numeric is.VarImp VarImp
Methods for VarImp Objectsplot.VarImp print.VarImp subset.VarImp VarImp-methods