Package: auditor 1.3.5

Alicja Gosiewska

auditor: Model Audit - Verification, Validation, and Error Analysis

Provides an easy to use unified interface for creating validation plots for any model. The 'auditor' helps to avoid repetitive work consisting of writing code needed to create residual plots. This visualizations allow to asses and compare the goodness of fit, performance, and similarity of models.

Authors:Alicja Gosiewska [aut, cre], Przemyslaw Biecek [aut, ths], Hubert Baniecki [aut], Tomasz Mikołajczyk [aut], Michal Burdukiewicz [ctb], Szymon Maksymiuk [ctb]

auditor_1.3.5.tar.gz
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auditor.pdf |auditor.html✨
auditor/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/modeloriented/auditor/issues

On CRAN:

classificationerror-analysisexplainable-artificial-intelligencemachine-learningmodel-validationregression-modelsresidualsxai

111 exports 58 stars 3.60 score 39 dependencies 2 dependents 93 scripts 765 downloads

Last updated 11 months agofrom:1f2fdc1250. Checks:OK: 7. Indexed: yes.

Exports:auditcheck_residualscheck_residuals_autocorrelationcheck_residuals_outlierscheck_residuals_trendmodel_cooksdistancemodel_evaluationmodel_halfnormalmodel_performancemodel_residualmodelEvaluationmodelFitmodelPerformancemodelResidualsobservationInfluenceplot_acfplot_auditorplot_autocorrelationplot_cooksdistanceplot_correlationplot_halfnormalplot_liftplot_pcaplot_prcplot_predictionplot_radarplot_recplot_residualplot_residual_boxplotplot_residual_densityplot_rocplot_rrocplot_scalelocationplot_tsecdfplotACFplotAutocorrelationplotCooksDistanceplotD3plotD3_acfplotD3_autocorrelationplotD3_cooksdistanceplotD3_halfnormalplotD3_liftplotD3_predictionplotD3_recplotD3_residualplotD3_rocplotD3_rrocplotD3_scalelocationplotD3ACFplotD3AutocorrelationplotD3CooksDistanceplotD3HalfNormalplotD3LIFTplotD3PredictionplotD3RECplotD3ResidualplotD3ScaleLocationplotHalfNormalplotLIFTplotModelCorrelationplotModelPCAplotModelRankingplotPredictionplotRECplotResidualplotResidualBoxplotplotResidualDensityplotROCplotRROCplotScaleLocationplotTwoSidedECDFscorescore_accscore_aucscore_auprcscore_cooksdistancescore_dwscore_f1score_giniscore_halfnormalscore_maescore_msescore_one_minus_accscore_one_minus_aucscore_one_minus_auprcscore_one_minus_f1score_one_minus_giniscore_one_minus_precisionscore_one_minus_recallscore_one_minus_specificityscore_peakscore_precisionscore_r2score_recscore_recallscore_rmsescore_rrocscore_runsscore_specificityscoreCooksDistancescoreDWscoreHalfNormalscoreMAEscoreMSEscorePeakscoreRECscoreRMSEscoreROCscoreRROCscoreRuns

Dependencies:clicodetoolscolorspaceDALEXfansifarverforeachggplot2ggrepelgluegridExtragtablehnpiBreakDowningredientsisobanditeratorskernelshaplabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcpprlangscalestibbleutf8vctrsviridisLitewithr