The area under the ROC curve equals the probability that a classifier ranks a random positive observation above a random negative one, with a bound on deviation when a key hypothesis is not met.
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A Review of the Receiver Operating Characteristic Curve and a Proof About the Area Beneath It
The area under the ROC curve equals the probability that a classifier ranks a random positive observation above a random negative one, with a bound on deviation when a key hypothesis is not met.