Package: counterfactuals 0.1.6

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.

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

counterfactuals_0.1.6.tar.gz
counterfactuals_0.1.6.tar.gz(r-4.5-noble)counterfactuals_0.1.6.tar.gz(r-4.4-noble)
counterfactuals_0.1.6.tgz(r-4.4-emscripten)counterfactuals_0.1.6.tgz(r-4.3-emscripten)
counterfactuals.pdf |counterfactuals.html
counterfactuals/json (API)
NEWS

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

Peer review:

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

3.80 score 1 stars 21 scripts 371 downloads 10 exports 61 dependencies

Last updated 6 days agofrom:3fc0cb99a3. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKOct 18 2024
R-4.5-linuxOKOct 18 2024

Exports:CounterfactualMethodClassifCounterfactualMethodRegrMOCClassifMOCRegrNICEClassifNICERegrRandomSearchClassifRandomSearchRegrWhatIfClassifWhatIfRegr

Dependencies:backportsbbotkcheckmateclicodetoolscolorspacedata.tableDBIdigestdplyrfansifarverFormulafuturefuture.applygenericsggplot2globalsgluegtableimlisobandlabelinglatticelgrlifecyclelistenvlpSolvemagrittrMASSMatrixmatrixStatsMetricsmgcvmiesmuschelminqamitoolsmlr3miscmunsellnlmenumDerivparadoxparallellypillarpkgconfigproxyR6RColorBrewerRcppRcppArmadillorlangscalesStatMatchsurveysurvivaltibbletidyselectutf8vctrsviridisLitewithr

counterfactuals R package

Rendered fromintroduction.html.asisusingR.rsp::asison Oct 18 2024.

Last update: 2023-02-13
Started: 2023-02-13

How to extend the package

Rendered fromhow-to-add-new-cf-methods.html.asisusingR.rsp::asison Oct 18 2024.

Last update: 2023-02-13
Started: 2023-02-13

Other types of models

Rendered fromother_models.html.asisusingR.rsp::asison Oct 18 2024.

Last update: 2023-02-13
Started: 2023-02-13