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Create local, regional, and global explanations for any machine learning model with forward marginal effects. You provide a model and data, and 'fmeffects' computes feature effects. The package is based on the theory in: C. A. Scholbeck, G. Casalicchio, C. Molnar, B. Bischl, and C. Heumann (2022) <doi:10.48550/arXiv.2201.08837>.
Version: | 0.1.3 |
Depends: | R (≥ 3.5.0) |
Imports: | checkmate, cli, data.table, partykit, ggparty, ggplot2, cowplot, R6, testthat |
Suggests: | caret, furrr, future, hexbin, knitr, mlr3verse, parallelly, ranger, rmarkdown, rpart, tidymodels |
Published: | 2024-06-07 |
DOI: | 10.32614/CRAN.package.fmeffects |
Author: | Holger Löwe [cre, aut], Christian Scholbeck [aut], Christian Heumann [rev], Bernd Bischl [rev], Giuseppe Casalicchio [rev] |
Maintainer: | Holger Löwe <hbj.loewe at gmail.com> |
BugReports: | https://github.com/holgstr/fmeffects/issues |
License: | LGPL-3 |
URL: | https://holgstr.github.io/fmeffects/, https://github.com/holgstr/fmeffects |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | fmeffects results |
Reference manual: | fmeffects.pdf |
Vignettes: |
Why FMEs? Get started |
Package source: | fmeffects_0.1.3.tar.gz |
Windows binaries: | r-devel: fmeffects_0.1.3.zip, r-release: fmeffects_0.1.3.zip, r-oldrel: fmeffects_0.1.3.zip |
macOS binaries: | r-release (arm64): fmeffects_0.1.3.tgz, r-oldrel (arm64): fmeffects_0.1.3.tgz, r-release (x86_64): fmeffects_0.1.3.tgz, r-oldrel (x86_64): fmeffects_0.1.3.tgz |
Old sources: | fmeffects archive |
Reverse suggests: | marginaleffects |
Please use the canonical form https://CRAN.R-project.org/package=fmeffects to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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