The Effect of Two Priors on Bayesian Estimation of “Proper” Binormal ROC Curves from Common and Degenerate Datasets

Bayesian estimation with a flat prior on the AUC can provide reasonable inference from datasets with coarsely categorized data that are prone to be degenerate and produce results similar to other estimation methods on well-behaved datasets.