Krahasoni metodat

	Analiza ROC (Characteristicë Operative e Marrësit)	Analiza diskriminante
Fusha	Statistikë	Statistikë
Familja	Hypothesis test	Latent structure
Viti i origjinës	1954 (signal detection); 1982 (AUC formalization)	1936
Krijuesi	Peterson, Birdsall & Fox (signal detection theory); Hanley & McNeil (medical statistics)	Ronald A. Fisher
Lloji	Diagnostic accuracy evaluation	Supervised classification and dimension reduction
Burimi themelues	Hanley, J. A., & McNeil, B. J. (1982). The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology, 143(1), 29–36.	Fisher, R. A. (1936). The use of multiple measurements in taxonomic problems. Annals of Eugenics, 7(2), 179–188.
Emërtime të tjera	ROC curve analysis, AUC analysis, sensitivity-specificity analysis, diagnostic accuracy analysis	LDA, Fisher discriminant analysis, discriminant function analysis, canonical discriminant analysis
Të lidhura	4	4
Përmbledhja	ROC analysis evaluates how well a continuous or ordinal test variable discriminates between two binary outcome classes. By plotting the true positive rate (sensitivity) against the false positive rate (1 − specificity) across all decision thresholds, it produces a curve whose area under the curve (AUC) quantifies overall discriminative power, ranging from 0.5 (chance) to 1.0 (perfect discrimination).	Discriminant analysis finds linear combinations of predictor variables that best separate two or more known groups. It is used both to understand which predictors distinguish the groups and to classify new observations into those groups with minimum error.