There are multiple interpretations of area under ROC curve. (e.g What does AUC stand for and what is it? ). We also know that AUC is closely related to rank correlation. Are there also different ways how to visualize it?
I am not thinking about the whole curve, but about AUC as a measure. Maybe some scatter plots or histograms that shows the rank correlation, or something related to proportion of pairs of samples with higher predicted probability for positive sample than negative.