English Reference

Word

ROC

Phoneticsroc

US/ˈɹɑk/

UK/ɹˈɒk/

Definition

n. Stands for Receiver Operating Characteristic. A graph that shows how well a test or computer model can tell two things apart. It helps you see the balance between finding the right results and making mistakes.

n. Abbreviation for Receiver Operating Characteristic. A graphical plot that illustrates 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 at various threshold settings.

Examples

“The researcher used an ROC curve to evaluate the new medical test.”

“By analyzing the ROC curve, the data scientist determined the optimal threshold for the fraud detection algorithm.”

“A high area under the ROC curve indicates that the model is highly effective at distinguishing between patients with the condition and those without it.”

Examples

simple

“The researcher used an ROC curve to evaluate the new medical test.”

contextual

“By analyzing the ROC curve, the data scientist determined the optimal threshold for the fraud detection algorithm.”

complex

“A high area under the ROC curve indicates that the model is highly effective at distinguishing between patients with the condition and those without it.”

Usage

Commonly used in the phrase 'ROC curve'; the acronym stands for Receiver Operating Characteristic.

Domains

MathematicsMedicineMilitaryPoliticsSportsStatistics

This entry

Level
C1 · Advanced
Frequency
Frequent
Updated

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English Reference