Model Audit - Verification, Validation, and Error Analysis


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Documentation for package ‘auditor’ version 0.3.1

Help Pages

audit Create modelAudit object
auditorData auditorData
modelEvaluation Create Model Evaluation explainer
modelFit Create Model Fit explainer
modelPerformance Create Model Performance Explainer
modelResiduals Create Model Residuals explainer
observationInfluence Create Observation Influence Explainer
plot.modelAudit Model diagnostic plots
plot.modelFit Model diagnostic plots
plot.modelPerformance Model diagnostic plots
plot.modelResiduals Model diagnostic plots
plot.observationInfluence Model diagnostic plots
plotACF Autocorrelation Function Plot
plotAutocorrelation Autocorrelation Plot
plotCooksDistance Influence of observations plot
plotHalfNormal Half-Normal plot
plotLIFT LIFT
plotModelCorrelation Model Correlation Plot
plotModelPCA Principal Component Analysis of models
plotModelRanking Model Ranking Plot
plotPrediction Predicted response vs Observed or Variable Values
plotREC Regression Error Characteristic Curves (REC)
plotResidual Plot Residuals vs Observed, Fitted or Variable Values
plotResidualBoxplot Plot Boxplots of Residuals
plotResidualDensity Residual Density Plot
plotROC Receiver Operating Characteristic (ROC)
plotRROC Regression Receiver Operating Characteristic (RROC)
plotScaleLocation Scale location plot
plotTwoSidedECDF Two-sided Cumulative Distribution Function
score Model Scores computations
scoreCooksDistance Score based on Cooks Distance
scoreDW Durbin-Watson Score
scoreHalfNormal Half-Normal Score
scoreMAE Mean Absolute Error
scoreMSE Mean Square Error
scorePeak Peak Score
scoreREC Area Over the Curve for REC Curves
scoreRMSE Root Mean Square Error
scoreROC Area Under ROC Curve (AUC)
scoreRROC Area Over the Curve for RROC Curves
scoreRuns Runs Score