Man pages for mi2-warsaw/auditor
Model Audit - Verification, Validation, and Error Analysis
| audit | Deprecated |
| auditorData | Artificial auditorData |
| 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 |
| 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 |
| plot | Model Diagnostic Plots |
| plot_acf | Autocorrelation Function Plot |
| plot_autocorrelation | Autocorrelation of Residuals Plot |
| plot_cooksdistance | Influence of Observations Plot |
| plot_correlation | Correlation of Model's Residuals Plot |
| plotD3 | Model Diagnostic Plots in D3 with r2d3 package. |
| plotD3_acf | Plot Autocorrelation Function 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... |
| plotD3_rec | Regression Error Characteristic Curves (REC) in D3 with r2d3... |
| plotD3_residual | Plot Residuals vs Observed, Fitted or Variable Values in D3... |
| plotD3_roc | Receiver Operating Characteristic (ROC) in D3 with r2d3... |
| plotD3_rroc | Regression Receiver Operating Characteristic (RROC) in D3... |
| plotD3_scalelocation | Scale Location Plot in D3 with r2d3 package. |
| plot_halfnormal | Half-Normal plot |
| plot_lift | LIFT Chart |
| plot_pca | Principal Component Analysis of models |
| 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 |
| score | Model Scores computations |
| 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 |
