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: | 0.1.4 |
| 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: | 2024-11-05 |
| 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 [issues need fixing before 2025-08-25] |
| Reference manual: | fmeffects.html , fmeffects.pdf |
| Vignettes: |
Why FMEs? (source, R code) Get started (source, R code) |
| Package source: | fmeffects_0.1.4.tar.gz |
| Windows binaries: | r-devel: fmeffects_0.1.4.zip, r-release: fmeffects_0.1.4.zip, r-oldrel: fmeffects_0.1.4.zip |
| macOS binaries: | r-release (arm64): fmeffects_0.1.4.tgz, r-oldrel (arm64): fmeffects_0.1.4.tgz, r-release (x86_64): fmeffects_0.1.4.tgz, r-oldrel (x86_64): fmeffects_0.1.4.tgz |
| Old sources: | fmeffects archive |
| Reverse suggests: | marginaleffects |
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