Package: xplainfi Title: Feature Importance Methods for Global Explanations Version: 1.1.0 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/testthat/edition: 3 Config/testthat/parallel: true Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.3 Config/pak/sysreqs: make Repository: https://mlr-org.r-universe.dev Date/Publication: 2026-02-26 19:38:14 UTC RemoteUrl: https://github.com/mlr-org/xplainfi RemoteRef: v1.1.0 RemoteSha: 5ae1b5fb029a3ff66f5b27c322b417a622436a2c NeedsCompilation: no Packaged: 2026-07-11 09:12:01 UTC; root Author: Lukas Burk [aut, cre, cph] (ORCID: ) Maintainer: Lukas Burk