counterfactuals: Counterfactual Explanations
Modular and unified R6-based interface for counterfactual explanation methods. The following methods are currently implemented: Burghmans et al. (2022) <doi:10.48550/arXiv.2104.07411>, Dandl et al. (2020) <doi:10.1007/978-3-030-58112-1_31> and Wexler et al. (2019) <doi:10.1109/TVCG.2019.2934619>. Optional extensions allow these methods to be applied to a variety of models and use cases. Once generated, the counterfactuals can be analyzed and visualized by provided functionalities.
| Version: | 0.1.6 |
| Depends: | R (≥ 3.5.0) |
| Imports: | R6, checkmate, StatMatch, iml, data.table, paradox, miesmuschel, bbotk |
| Suggests: | gower, randomForest, GGally, trtf, testthat, MASS, R.rsp, cowplot, covr, ggplot2, keras, rchallenge, gamlss.data, partykit, mlt, variables, basefun, rmarkdown, rpart, mlr3, mlr3learners, mlr3pipelines, tidymodels, caret, mlr |
| Published: | 2024-10-17 |
| DOI: | 10.32614/CRAN.package.counterfactuals |
| Author: | Susanne Dandl 
[aut, cre],
Andreas Hofheinz [aut],
Martin Binder [ctb],
Giuseppe Casalicchio [ctb] |
| Maintainer: | Susanne Dandl <dandls.datascience at gmail.com> |
| BugReports: | https://github.com/dandls/counterfactuals/issues |
| License: | LGPL-3 |
| URL: | https://github.com/dandls/counterfactuals |
| NeedsCompilation: | no |
| Citation: | counterfactuals citation info |
| Materials: | README, NEWS |
| CRAN checks: | counterfactuals results |
Documentation:
| Reference manual: | counterfactuals.html , counterfactuals.pdf |
| Vignettes: |
How to extend the package (source) counterfactuals R package (source) Other types of models (source) |
Downloads:
| Package source: | counterfactuals_0.1.6.tar.gz |
| Windows binaries: | r-devel: counterfactuals_0.1.6.zip, r-release: counterfactuals_0.1.6.zip, r-oldrel: counterfactuals_0.1.6.zip |
| macOS binaries: | r-release (arm64): counterfactuals_0.1.6.tgz, r-oldrel (arm64): counterfactuals_0.1.6.tgz, r-release (x86_64): counterfactuals_0.1.6.tgz, r-oldrel (x86_64): counterfactuals_0.1.6.tgz |
| Old sources: | counterfactuals archive |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=counterfactuals to link to this page.