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]

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counterfactuals.pdf |counterfactuals.html
counterfactuals/json (API)
NEWS

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

Peer review:

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

On CRAN:

interpretable-machine-learninglocal-explanationsmodel-agnostic-explanations

7.20 score 21 stars 21 scripts 595 downloads 10 exports 61 dependencies

Last updated 1 months agofrom:9f74ba2970. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 16 2024
R-4.5-winOKNov 16 2024
R-4.5-linuxOKNov 16 2024
R-4.4-winOKNov 16 2024
R-4.4-macOKNov 16 2024
R-4.3-winOKNov 16 2024
R-4.3-macOKNov 16 2024

Exports:CounterfactualMethodClassifCounterfactualMethodRegrMOCClassifMOCRegrNICEClassifNICERegrRandomSearchClassifRandomSearchRegrWhatIfClassifWhatIfRegr

Dependencies:backportsbbotkcheckmateclicodetoolscolorspacedata.tableDBIdigestdplyrfansifarverFormulafuturefuture.applygenericsggplot2globalsgluegtableimlisobandlabelinglatticelgrlifecyclelistenvlpSolvemagrittrMASSMatrixmatrixStatsMetricsmgcvmiesmuschelminqamitoolsmlr3miscmunsellnlmenumDerivparadoxparallellypillarpkgconfigproxyR6RColorBrewerRcppRcppArmadillorlangscalesStatMatchsurveysurvivaltibbletidyselectutf8vctrsviridisLitewithr

counterfactuals R package

Rendered fromintroduction.html.asisusingR.rsp::asison Nov 16 2024.

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

How to extend the package

Rendered fromhow-to-add-new-cf-methods.html.asisusingR.rsp::asison Nov 16 2024.

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

Other types of models

Rendered fromother_models.html.asisusingR.rsp::asison Nov 16 2024.

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