Package: counterfactuals 0.1.4

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_0.1.4.tar.gz
counterfactuals_0.1.4.zip(r-4.5)counterfactuals_0.1.4.zip(r-4.4)counterfactuals_0.1.4.zip(r-4.3)
counterfactuals_0.1.4.tgz(r-4.4-any)counterfactuals_0.1.4.tgz(r-4.3-any)
counterfactuals_0.1.4.tar.gz(r-4.5-noble)counterfactuals_0.1.4.tar.gz(r-4.4-noble)
counterfactuals_0.1.4.tgz(r-4.4-emscripten)counterfactuals_0.1.4.tgz(r-4.3-emscripten)
counterfactuals.pdf |counterfactuals.html✨
counterfactuals/json (API)
NEWS

Peer review:

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

On CRAN:

interpretable-machine-learninglocal-explanationsmodel-agnostic-explanations

10 exports 21 stars 2.32 score 61 dependencies 21 scripts 431 downloads

Last updated 4 months agofrom:da95b2e9e4. Checks:OK: 7. Indexed: yes.

Exports:CounterfactualMethodClassifCounterfactualMethodRegrMOCClassifMOCRegrNICEClassifNICERegrRandomSearchClassifRandomSearchRegrWhatIfClassifWhatIfRegr

Dependencies:backportsbbotkcheckmateclicodetoolscolorspacedata.tableDBIdigestdplyrfansifarverFormulafuturefuture.applygenericsggplot2globalsgluegtableimlisobandlabelinglatticelgrlifecyclelistenvlpSolvemagrittrMASSMatrixmatrixStatsMetricsmgcvmiesmuschelminqamitoolsmlr3miscmunsellnlmenumDerivparadoxparallellypillarpkgconfigproxyR6RColorBrewerRcppRcppArmadillorlangscalesStatMatchsurveysurvivaltibbletidyselectutf8vctrsviridisLitewithr