The Receiver Operating Characteristic (ROC) curve is a graphical representation used to evaluate the diagnostic ability of a binary classifier system as its discrimination threshold is varied. It plots the true positive rate against the false positive rate, providing a comprehensive measure of a model's performance across different threshold settings.
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