Package: permimp 1.0-2

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_1.0-2.tar.gz
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permimp_1.0-2.tgz(r-4.5-any)permimp_1.0-2.tgz(r-4.4-any)permimp_1.0-2.tgz(r-4.3-any)
permimp_1.0-2.tar.gz(r-4.5-noble)permimp_1.0-2.tar.gz(r-4.4-noble)
permimp_1.0-2.tgz(r-4.4-emscripten)permimp_1.0-2.tgz(r-4.3-emscripten)
permimp.pdf |permimp.html
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

On CRAN:

Conda-Forge:

5.85 score 4 stars 1 packages 39 scripts 372 downloads 3 mentions 6 exports 38 dependencies

Last updated 2 years agofrom:0617ae4d15. Checks:6 OK, 3 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 05 2025
R-4.5-winNOTEMar 05 2025
R-4.5-macNOTEMar 05 2025
R-4.5-linuxNOTEMar 05 2025
R-4.4-winOKMar 05 2025
R-4.4-macOKMar 05 2025
R-4.4-linuxOKMar 05 2025
R-4.3-winOKMar 05 2025
R-4.3-macOKMar 05 2025

Exports:as.VarImpis.VarImppermimpplot.VarImpranksselFreq

Dependencies:classclicodetoolscoindata.tablediagramdigestfuturefuture.applyglobalsipredKernSmoothlatticelavalibcoinlistenvMASSMatrixmatrixStatsmodeltoolsmultcompmvtnormnnetnumDerivparallellypartyprodlimprogressrrandomForestRcpprpartsandwichshapeSQUAREMstrucchangesurvivalTH.datazoo

The permimp-package

Rendered frompermimp-package.Rmdusingknitr::rmarkdownon Mar 05 2025.

Last update: 2021-02-11
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