Package: xplainfi Title: Feature Importance Methods for Global Explanations Version: 1.2.0 Authors@R: person("Lukas", "Burk", , "cran@lukasburk.de", role = c("aut", "cre", "cph"), comment = c(ORCID = "0000-0001-7528-3795")) Description: Provides a consistent interface for common feature importance methods as described in Ewald et al. (2024) , 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. License: LGPL (>= 3) URL: https://mlr-org.github.io/xplainfi/, https://github.com/mlr-org/xplainfi BugReports: https://github.com/mlr-org/xplainfi/issues Depends: R (>= 4.1.0) Imports: checkmate, cli, data.table (>= 1.15.0), mirai, mlr3 (>= 1.1.0), mlr3fselect, mvtnorm, paradox (>= 1.0.0), R6, stats, utils Suggests: arf, DiagrammeR, foreach, future, future.apply, ggplot2, glue, gower, knitr, knockoff, lgr, mlr3data, mlr3learners, partykit, patchwork, ranger, rmarkdown, rpart, testthat (>= 3.0.0), withr VignetteBuilder: knitr Config/Needs/website: rmarkdown, here, jsonlite, cpi Config/roxygen2/markdown: TRUE Config/roxygen2/version: 8.0.0 Config/testthat/edition: 3 Config/testthat/parallel: true Encoding: UTF-8 Config/pak/sysreqs: make Repository: https://mlr-org.r-universe.dev Date/Publication: 2026-07-24 16:42:28 UTC RemoteUrl: https://github.com/mlr-org/xplainfi RemoteRef: v1.2.0 RemoteSha: f9aeb38e21f21824062c5dd32b2d0a2e0366028c NeedsCompilation: no Packaged: 2026-09-22 09:04:40 UTC; root Author: Lukas Burk [aut, cre, cph] (ORCID: ) Maintainer: Lukas Burk