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Package: xplainfi
Title: Feature Importance Methods for Global Explanations
Version: 1.2.0.9000
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),
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