Package: explainer 1.0.2

Ramtin Zargari Marandi

explainer: Machine Learning Model Explainer

It enables detailed interpretation of complex classification and regression models through Shapley analysis including data-driven characterization of subgroups of individuals. Furthermore, it facilitates multi-measure model evaluation, model fairness, and decision curve analysis. Additionally, it offers enhanced visualizations with interactive elements.

Authors:Ramtin Zargari Marandi [aut, cre]

explainer_1.0.2.tar.gz
explainer_1.0.2.zip(r-4.5)explainer_1.0.2.zip(r-4.4)explainer_1.0.2.zip(r-4.3)
explainer_1.0.2.tgz(r-4.4-any)explainer_1.0.2.tgz(r-4.3-any)
explainer_1.0.2.tar.gz(r-4.5-noble)explainer_1.0.2.tar.gz(r-4.4-noble)
explainer_1.0.2.tgz(r-4.4-emscripten)explainer_1.0.2.tgz(r-4.3-emscripten)
explainer.pdf |explainer.html
explainer/json (API)

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

Peer review:

Bug tracker:https://github.com/persimune/explainer/issues

On CRAN:

aiexplainabilityexplainable-aimachine-learningstatistics

5.26 score 5 stars 12 scripts 294 downloads 13 exports 151 dependencies

Last updated 2 months agofrom:260bd43acb. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 23 2024
R-4.5-winNOTENov 23 2024
R-4.5-linuxNOTENov 23 2024
R-4.4-winNOTENov 23 2024
R-4.4-macNOTENov 23 2024
R-4.3-winNOTENov 23 2024
R-4.3-macNOTENov 23 2024

Exports:eCM_ploteDecisionCurveeFairnessePerformanceeROC_ploteSHAP_ploteSHAP_plot_multiclasseSHAP_plot_regrange01regressmdl_evalSHAPclustShapFeaturePlotShapPartialPlot

Dependencies:abindaskpassbackportsbase64encbayestestRbootbroombslibcachemcarcarDatacheckmateclasscliclockcodetoolscolorspaceconfintrcorrplotcowplotcpp11crosstalkcurlcvmsdata.tabledatawizardDerivdiagramdigestdoBydplyreggevaluatefansifarverfastmapfontawesomeFormulafsfuturefuture.applygenericsggplot2ggpmiscggppggpubrggrepelggsciggsignifglobalsgluegowergridExtragroupdata2gtablehardhathighrhtmltoolshtmlwidgetshttrinsightipredisobandjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelavalazyevallifecyclelistenvlme4lmodel2lubridatemagrittrMASSMatrixMatrixModelsmemoisemgcvmicrobenchmarkmimeminqamodelrmultcompmultcompViewMuMInmunsellmvtnormnlmenloptrnnetnumbersnumDerivopensslparallellyparameterspbkrtestpillarpkgconfigplotlyplyrpolynompROCprodlimprogressrpromisespurrrquantregR6rappdirsRColorBrewerRcppRcppEigenrearrrrecipesrlangrmarkdownrpartrstatixsandwichsassscalesshapeSparseMsplus2RSQUAREMstringistringrsurvivalsysTH.datatibbletidyrtidyselecttimechangetimeDatetinytextzdbutf8vctrsviridisLitewithrwritexlxfunxtsyamlzoo

explainer-vignette

Rendered fromexplainer-vignette.Rmdusingknitr::rmarkdownon Nov 23 2024.

Last update: 2024-09-23
Started: 2024-09-23