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:
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