Krahasoni metodat

	F1-Score	Koeficienti i Korrelacionit Matthews
Fusha	Vlerësimi i modeleve	Vlerësimi i modeleve
Familja	MCDM	MCDM
Viti i origjinës	1979	1975
Krijuesi	C. J. van Rijsbergen	Brian W. Matthews
Lloji	Evaluation metric	Evaluation metric
Burimi themelues	van Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann.	Matthews, B. W. (1975). Comparison of predicted and observed secondary structure of T4 phage lysozyme. Biochimica et Biophysica Acta (BBA)-Protein Structure, 405(2), 442-451.
Emërtime të tjera	F-measure, Harmonic Mean	Phi Coefficient, Binary Classification Correlation
Të lidhura	5	5
Përmbledhja	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.	The Matthews Correlation Coefficient (MCC) is a correlation measure between predicted and actual binary classifications. It ranges from -1 to 1 and is considered one of the most reliable single-score metrics for evaluating binary classifiers, especially on imbalanced datasets.