Krahasoni metodat

	Matrica e konfuzionit	Saktësi	Kujtesë (ndjeshmëri)
Fusha	Vlerësimi i modeleve	Vlerësimi i modeleve	Vlerësimi i modeleve
Familja	MCDM	MCDM	MCDM
Viti i origjinës	20th century	20th century	20th century
Krijuesi	Statistical foundations	Historical statistical foundations	Historical statistical foundations
Lloji	Evaluation visualization	Evaluation metric	Evaluation metric
Burimi themelues	Everitt, B. S., & Hothorn, T. (2005). A Handbook of Statistical Analyses Using R. Chapman and Hall/CRC.	Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874.	Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognition Letters, 27(8), 861-874.
Emërtime të tjera	Error Matrix, Contingency Table	Positive Predictive Value, PPV	Sensitivity, True Positive Rate, TPR
Të lidhura	5	5	5
Përmbledhja	The confusion matrix is a table that displays the counts of true positives, true negatives, false positives, and false negatives. It provides a complete picture of where a classifier makes correct and incorrect predictions, enabling calculation of all other classification metrics.	Precision measures the proportion of positive predictions that were actually correct. It answers the question: 'Of all the cases we predicted as positive, how many were truly positive?' Precision is critical in scenarios where false positives are costly.	Recall measures the proportion of actual positive cases that were correctly identified by the classifier. It answers the question: 'Of all the cases that were truly positive, how many did we find?' Recall is critical in scenarios where missing positive cases is costly.