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

# Model Audit - Verification, Validation, and Error Analysis

## Documentation for package ‘auditor’ version 1.3.5

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS

## Help Pages

A C M O P S

## -- A --

audit | Deprecated
auditorData | Artificial auditorData

## -- C --

check_residuals | Automated tests for model residuals
check_residuals_autocorrelation | Checks for autocorrelation in target variable or in residuals
check_residuals_outliers | Checks for outliers
check_residuals_trend | Checks for trend in residuals

## -- M --

modelEvaluation | Create model evaluation explanation
modelFit | Create Halfnormal Explanation
modelPerformance | Create Model Performance Explanation
modelResiduals | Create Model Residuals Explanation
model_cooksdistance | Cook's distances
model_evaluation | Create model evaluation explanation
model_halfnormal | Create Halfnormal Explanation
model_performance | Create Model Performance Explanation
model_residual | Create Model Residuals Explanation

## -- O --

observationInfluence | Cook's distances

## -- P --

plot.auditor_model_cooksdistance | Model Diagnostic Plots
plot.auditor_model_evaluation | Model Diagnostic Plots
plot.auditor_model_halfnormal | Model Diagnostic Plots
plot.auditor_model_performance | Model Diagnostic Plots
plot.auditor_model_residual | Model Diagnostic Plots
plotACF | Autocorrelation Function Plot
plotAutocorrelation | Autocorrelation of Residuals Plot
plotCooksDistance | Influence of Observations Plot
plotD3 | Model Diagnostic Plots in D3 with r2d3 package.
plotD3.auditor_model_cooksdistance | Model Diagnostic Plots in D3 with r2d3 package.
plotD3.auditor_model_evaluation | Model Diagnostic Plots in D3 with r2d3 package.
plotD3.auditor_model_halfnormal | Model Diagnostic Plots in D3 with r2d3 package.
plotD3.auditor_model_residual | Model Diagnostic Plots in D3 with r2d3 package.
plotD3ACF | Plot Autocorrelation Function in D3 with r2d3 package.
plotD3Autocorrelation | Autocorrelation Plot in D3 with r2d3 package.
plotD3CooksDistance | Influence of observations Plot in D3 with r2d3 package.
plotD3HalfNormal | Plot Half-Normal in D3 with r2d3 package.
plotD3LIFT | Plot LIFT in D3 with r2d3 package.
plotD3Prediction | Plot Prediction vs Target, Observed or Variable Values in D3 with r2d3 package.
plotD3REC | Regression Error Characteristic Curves (REC) in D3 with r2d3 package.
plotD3Residual | Plot Residuals vs Observed, Fitted or Variable Values in D3 with r2d3 package.
plotD3ScaleLocation | Scale Location Plot in D3 with r2d3 package.
plotD3_acf | Plot Autocorrelation Function in D3 with r2d3 package.
plotD3_auditor | Model Diagnostic Plots in D3 with r2d3 package.
plotD3_autocorrelation | Autocorrelation Plot in D3 with r2d3 package.
plotD3_cooksdistance | Influence of observations Plot in D3 with r2d3 package.
plotD3_halfnormal | Plot Half-Normal in D3 with r2d3 package.
plotD3_lift | Plot LIFT in D3 with r2d3 package.
plotD3_prediction | Plot Prediction vs Target, Observed or Variable Values in D3 with r2d3 package.
plotD3_rec | Regression Error Characteristic Curves (REC) in D3 with r2d3 package.
plotD3_residual | Plot Residuals vs Observed, Fitted or Variable Values in D3 with r2d3 package.
plotD3_roc | Receiver Operating Characteristic (ROC) in D3 with r2d3 package.
plotD3_rroc | Regression Receiver Operating Characteristic (RROC) in D3 with r2d3 package.
plotD3_scalelocation | Scale Location Plot in D3 with r2d3 package.
plotHalfNormal | Half-Normal plot
plotLIFT | LIFT Chart
plotModelCorrelation | Correlation of Model's Residuals 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 | Precision-Recall Curve (PRC)
plotRROC | Regression Receiver Operating Characteristic (RROC)
plotScaleLocation | Scale location plot
plotTwoSidedECDF | Two-sided Cumulative Distribution Function
plot_acf | Autocorrelation Function Plot
plot_auditor | Model Diagnostic Plots
plot_autocorrelation | Autocorrelation of Residuals Plot
plot_cooksdistance | Influence of Observations Plot
plot_correlation | Correlation of Model's Residuals Plot
plot_halfnormal | Half-Normal plot
plot_lift | LIFT Chart
plot_pca | Principal Component Analysis of models
plot_prc | Precision-Recall Curve (PRC)
plot_prediction | Predicted response vs Observed or Variable Values
plot_radar | Model Ranking Plot
plot_rec | Regression Error Characteristic Curves (REC)
plot_residual | Plot Residuals vs Observed, Fitted or Variable Values
plot_residual_boxplot | Plot Boxplots of Residuals
plot_residual_density | Residual Density Plot
plot_roc | Precision-Recall Curve (PRC)
plot_rroc | Regression Receiver Operating Characteristic (RROC)
plot_scalelocation | Scale location plot
plot_tsecdf | Two-sided Cumulative Distribution Function
print.auditor_model_cooksdistance | Prints Model Cook's Distances Summary
print.auditor_model_evaluation | Prints Model Evaluation Summary
print.auditor_model_halfnormal | Prints Model Halfnormal Summary
print.auditor_model_performance | Prints Model Performance Summary
print.auditor_model_residual | Prints Model Residual Summary
print.auditor_score | Prints of Models Scores

## -- S --

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
score_acc | Accuracy
score_auc | Area Under ROC Curve (AUC)
score_auprc | Area under precision-recall curve
score_cooksdistance | Score based on Cooks Distance
score_dw | Durbin-Watson Score
score_f1 | F1 Score
score_gini | Gini Coefficient
score_halfnormal | Half-Normal Score
score_mae | Mean Absolute Error
score_mse | Mean Square Error
score_one_minus_acc | One minus accuracy
score_one_minus_auc | One minus Area Under ROC Curve (AUC)
score_one_minus_auprc | One Minus area under precision-recall curve
score_one_minus_f1 | One Minus F1 Score
score_one_minus_gini | One minus Gini Coefficient
score_one_minus_precision | One Minus Precision
score_one_minus_recall | One minus recall
score_one_minus_specificity | One minus specificity
score_peak | Peak Score
score_precision | Precision
score_r2 | R-squared
score_rec | Area Over the Curve for REC Curves
score_recall | Recall
score_rmse | Root Mean Square Error
score_rroc | Area Over the Curve for RROC Curves
score_runs | Runs Score
score_specificity | Specificity