Introduction to precrec
1. Basic functions | S3 generics | Example of the plot function | Example of the autoplot function | Example of the auc function | Example of the as.data.frame function | 2. Data preparation | Example of the join_scores function | Example of the join_labels function | Example of the mmdata function | Example of the create_sim_samples function | 3. Multiple models | Data preparation | ROC and Precision-Recall calculations | 4. Multiple test sets | 5. Multiple models and multiple test sets | 6. Confidence interval bands | Example of confidence bands when x_bins is 2 | Example of confidence bands when x_bins is 10 | Example of the alpha value | 7. Cross validation | Example of a data frame with 5-fold data | Example of the format_nfold function with 5-fold datasets | evalmod and mmdata with cross validation datasets | Example of evalmod and mmdata with 5-fold data | 8. Basic performance measures | Basic measure calculations | Normalized ranks and predicted scores | 9. Partial AUCs | partial AUC calculations | 10. Fast AUC (ROC) calculation | AUC calculation with the U statistic | 11. Confidence intervals of AUCs | Default CI calculation with normal distribution and alpha=0.05 | CI calculation with a different alpha (0.01) | CI calculation with t-distribution | 12. Balanced and imbalanced datasets | Balanced vs. imbalanced datasets | 13. Citation | 14. External links