Package: xplainfi
Title: Feature Importance Methods for Global Explanations
Version: 1.0.0
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)
    <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.
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), mvtnorm, paradox (>= 1.0.0), R6, stats, utils
Suggests: arf, DiagrammeR, foreach, future, future.apply, ggplot2,
        glue, gower, knitr, knockoff, lgr, mlr3data, mlr3fselect,
        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
RoxygenNote: 7.3.3
NeedsCompilation: no
Packaged: 2026-01-26 16:53:28 UTC; Lukas
Author: Lukas Burk [aut, cre, cph] (ORCID:
    <https://orcid.org/0000-0001-7528-3795>)
Maintainer: Lukas Burk <cran@lukasburk.de>
Repository: CRAN
Date/Publication: 2026-01-30 11:00:02 UTC
Built: R 4.4.3; ; 2026-02-18 03:16:01 UTC; windows
