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Receiver Operating Characteristic, also known as the ROC curve, is a graphical plot that illustrates the diagnostic ability of a binary classifier system at different thresholds
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Regarding area ABOVE the curve - complement of AUROC
When handling probabilities close to 1, it is often more helpful to use the complement (i.e. 1-P).
For instance, we say "there is a 1 in 1,000,000 chance of an event occurring", instead of "999,999 in …