The hardware and bandwidth for this mirror is donated by METANET, the Webhosting and Full Service-Cloud Provider.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]metanet.ch.
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 |
Reference manual: | counterfactuals.pdf |
Vignettes: |
How to extend the package (source) counterfactuals R package (source) Other types of models (source) |
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 |
Please use the canonical form https://CRAN.R-project.org/package=counterfactuals 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.