Package: xplainfi 1.1.0

Lukas Burk

xplainfi: Feature Importance Methods for Global Explanations

Provides a consistent interface for common feature importance methods as described in Ewald et al. (2024) <doi:10.1007/978-3-031-63797-1_22>, including permutation feature importance (PFI), conditional and relative feature importance (CFI, RFI), leave one covariate out (LOCO), and Shapley additive global importance (SAGE), as well as feature sampling mechanisms to support conditional importance methods.

Authors:Lukas Burk [aut, cre, cph]

xplainfi_1.1.0.tar.gz
xplainfi_1.1.0.zip(r-4.7)xplainfi_1.1.0.zip(r-4.6)xplainfi_1.1.0.zip(r-4.5)
xplainfi_1.1.0.tgz(r-4.6-any)xplainfi_1.1.0.tgz(r-4.5-any)
xplainfi_1.1.0.tar.gz(r-4.7-any)xplainfi_1.1.0.tar.gz(r-4.6-any)
xplainfi_1.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
xplainfi/json (API)
NEWS

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

Bug tracker:https://github.com/mlr-org/xplainfi/issues

Pkgdown/docs site:https://mlr-org.github.io

On CRAN:

Conda:

feature-importanceinterpretable-machine-learningmachine-learningmlr3statistical-inferencevariable-importance

6.30 score 5 stars 11 scripts 183 downloads 31 exports 31 dependencies

Last updated from:5ae1b5fb02 (on v1.1.0). Checks:1 ERROR, 8 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64ERROR243
source / vignettesOK270
linux-release-x86_64OK242
macos-release-arm64OK163
macos-oldrel-arm64OK142
windows-develOK180
windows-releaseOK196
windows-oldrelOK193
wasm-releaseOK143

Exports:CFIcheck_groupsConditionalARFSamplerConditionalCtreeSamplerConditionalGaussianSamplerConditionalKNNSamplerConditionalSAGEConditionalSamplerFeatureImportanceMethodFeatureSamplerKnockoffGaussianSamplerKnockoffSamplerLOCOMarginalPermutationSamplerMarginalReferenceSamplerMarginalSAGEMarginalSamplerPerturbationImportancePFIRFIrsmp_all_testSAGEsim_dgp_confoundedsim_dgp_correlatedsim_dgp_ewaldsim_dgp_independentsim_dgp_interactionssim_dgp_mediatedWVIMwvim_design_matrixxplain_opt

Dependencies:backportsbbotkcheckmateclicodetoolsdata.tabledigestevaluatefuturefuture.applyglobalslatticelgrlistenvMatrixmiraimlbenchmlr3mlr3fselectmlr3measuresmlr3miscmvtnormnanonextpalmerpenguinsparadoxparallellyPRROCR6rlangstabmuuid

Feature Samplers

Rendered fromfeature-samplers.Rmdusingknitr::rmarkdownon May 22 2026.

Last update: 2026-02-26
Started: 2025-10-27

Getting Started with xplainfi

Rendered fromxplainfi.Rmdusingknitr::rmarkdownon May 22 2026.

Last update: 2026-02-26
Started: 2024-10-14

Simulation Settings for Feature Importance Methods

Rendered fromsimulation-settings.Rmdusingknitr::rmarkdownon May 22 2026.

Last update: 2026-01-29
Started: 2025-10-09