Package: counterfactuals 1.0.0

Susanne Dandl

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. The package is described in detail in Dandl et al. (2025) <doi:10.18637/jss.v115.i09>.

Authors:Susanne Dandl [aut, cre], Andreas Hofheinz [aut], Martin Binder [ctb], Giuseppe Casalicchio [ctb]

counterfactuals_1.0.0.tar.gz
counterfactuals_1.0.0.zip(r-4.7)counterfactuals_1.0.0.zip(r-4.6)counterfactuals_1.0.0.zip(r-4.5)
counterfactuals_1.0.0.tgz(r-4.6-any)counterfactuals_1.0.0.tgz(r-4.5-any)
counterfactuals_1.0.0.tar.gz(r-4.7-any)counterfactuals_1.0.0.tar.gz(r-4.6-any)
counterfactuals_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
counterfactuals/json (API)

# Install 'counterfactuals' in R:
install.packages('counterfactuals', repos = c('https://dandls.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/dandls/counterfactuals/issues

On CRAN:

Conda:

interpretable-machine-learninglocal-explanationsmodel-agnostic-explanations

6.82 score 29 stars 38 scripts 570 downloads 10 exports 60 dependencies

Last updated from:0748e95300. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK206
source / vignettesOK287
linux-release-x86_64OK212
macos-release-arm64OK135
macos-oldrel-arm64OK175
windows-develOK123
windows-releaseOK144
windows-oldrelOK140
wasm-releaseOK172

Exports:CounterfactualMethodClassifCounterfactualMethodRegrMOCClassifMOCRegrNICEClassifNICERegrRandomSearchClassifRandomSearchRegrWhatIfClassifWhatIfRegr

Dependencies:backportsbbotkcheckmateclicodetoolscpp11data.tableDBIdigestdplyrfarverFormulafuturefuture.applygenericsggplot2globalsgluegtableimlisobandlabelinglatticelgrlifecyclelistenvlpSolvemagrittrMatrixmatrixStatsMetricsmiesmuschelminqamitoolsmlr3miscmoocorenumDerivparadoxparallellypillarpkgconfigproxyR6rbibutilsRColorBrewerRcppRcppArmadilloRdpackrlangS7scalesStatMatchsurveysurvivaltibbletidyselectutf8vctrsviridisLitewithr

counterfactuals R package
Classification Task | Regression Tasks | References
Rendered fromintroduction.html.asisusingR.rsp::asis

Last update: 2024-10-17
Started: 2023-02-08

How to extend the package
Structure of the counterfactuals package | Integrating a new counterfactuals explanation method | Use Case | Comments | References
Rendered fromhow-to-add-new-cf-methods.html.asisusingR.rsp::asis

Last update: 2024-10-17
Started: 2023-02-08

Other types of models
rpart - caret package | rpart - tidymodels package | rpart - mlr package | Decision tree - rpart package | References
Rendered fromother_models.html.asisusingR.rsp::asis

Last update: 2024-10-17
Started: 2023-02-08