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:
counterfactuals_0.1.6.tar.gz
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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')) |
Bug tracker:https://github.com/dandls/counterfactuals/issues
interpretable-machine-learninglocal-explanationsmodel-agnostic-explanations
Last updated 1 months agofrom:9f74ba2970. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 16 2024 |
R-4.5-win | OK | Nov 16 2024 |
R-4.5-linux | OK | Nov 16 2024 |
R-4.4-win | OK | Nov 16 2024 |
R-4.4-mac | OK | Nov 16 2024 |
R-4.3-win | OK | Nov 16 2024 |
R-4.3-mac | OK | Nov 16 2024 |
Exports:CounterfactualMethodClassifCounterfactualMethodRegrMOCClassifMOCRegrNICEClassifNICERegrRandomSearchClassifRandomSearchRegrWhatIfClassifWhatIfRegr
Dependencies:backportsbbotkcheckmateclicodetoolscolorspacedata.tableDBIdigestdplyrfansifarverFormulafuturefuture.applygenericsggplot2globalsgluegtableimlisobandlabelinglatticelgrlifecyclelistenvlpSolvemagrittrMASSMatrixmatrixStatsMetricsmgcvmiesmuschelminqamitoolsmlr3miscmunsellnlmenumDerivparadoxparallellypillarpkgconfigproxyR6RColorBrewerRcppRcppArmadillorlangscalesStatMatchsurveysurvivaltibbletidyselectutf8vctrsviridisLitewithr
counterfactuals R package
Rendered fromintroduction.html.asis
usingR.rsp::asis
on 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.asis
usingR.rsp::asis
on Nov 16 2024.Last update: 2024-10-17
Started: 2023-02-08
Other types of models
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usingR.rsp::asis
on Nov 16 2024.Last update: 2024-10-17
Started: 2023-02-08