explainer: Machine Learning Model Explainer
It enables detailed interpretation of complex classification and regression models through Shapley analysis including data-driven characterization of subgroups of individuals. Furthermore, it facilitates multi-measure model evaluation, model fairness, and decision curve analysis. Additionally, it offers enhanced visualizations with interactive elements.
| Version: | 1.0.2 |
| Imports: | cvms, data.table, dplyr, egg, ggplot2, ggpmisc, ggpubr, magrittr, plotly, tibble, tidyr, writexl, gridExtra, scales |
| Suggests: | cowplot, mlr3, mlr3learners, knitr, broom, iml, forcats, mlr3viz, plotROC, psych, reshape2, remotes, mlbench, ranger, precrec, rmarkdown |
| Published: | 2024-09-30 |
| DOI: | 10.32614/CRAN.package.explainer |
| Author: | Ramtin Zargari Marandi
 [aut, cre] |
| Maintainer: | Ramtin Zargari Marandi <ramtin.zargari.marandi at regionh.dk> |
| BugReports: | https://github.com/PERSIMUNE/explainer/issues |
| License: | MIT + file LICENSE |
| URL: | https://persimune.github.io/explainer/, https://github.com/PERSIMUNE/explainer |
| NeedsCompilation: | no |
| Citation: | explainer citation info |
| Materials: | README |
| CRAN checks: | explainer results |
Documentation:
| Reference manual: | explainer.pdf |
| Vignettes: |
explainer-vignette (source, R code) |
Downloads:
| Package source: | explainer_1.0.2.tar.gz |
| Windows binaries: | r-devel: explainer_1.0.2.zip, r-release: explainer_1.0.2.zip, r-oldrel: explainer_1.0.2.zip |
| macOS binaries: | r-devel (arm64): explainer_1.0.2.tgz, r-release (arm64): explainer_1.0.2.tgz, r-oldrel (arm64): explainer_1.0.2.tgz, r-devel (x86_64): explainer_1.0.2.tgz, r-release (x86_64): explainer_1.0.2.tgz, r-oldrel (x86_64): explainer_1.0.2.tgz |
| Old sources: | explainer archive |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=explainer to link to this page.