Krahasoni metodat

	Matrica e konfuzionit	F1-Score
Fusha	Vlerësimi i modeleve	Vlerësimi i modeleve
Familja	MCDM	MCDM
Viti i origjinës	20th century	1979
Krijuesi	Statistical foundations	C. J. van Rijsbergen
Lloji	Evaluation visualization	Evaluation metric
Burimi themelues	Everitt, B. S., & Hothorn, T. (2005). A Handbook of Statistical Analyses Using R. Chapman and Hall/CRC.	van Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann.
Emërtime të tjera	Error Matrix, Contingency Table	F-measure, Harmonic Mean
Të lidhura	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.	The F1-score is the harmonic mean of precision and recall, providing a single metric that balances both concerns. It was introduced by van Rijsbergen in information retrieval and has become a standard metric for evaluating classification models where both precision and recall are important.