Compară metode
Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.
| Scorul F1× | Coeficientul de Corelație Matthews× | |
|---|---|---|
| Domeniu | Evaluarea modelelor | Evaluarea modelelor |
| Familie | MCDM | MCDM |
| Anul apariției≠ | 1979 | 1975 |
| Autorul original≠ | C. J. van Rijsbergen | Brian W. Matthews |
| Tip | Evaluation metric | Evaluation metric |
| Sursa seminală≠ | van Rijsbergen, C. J. (1979). Information Retrieval (2nd ed.). Butterworth-Heinemann. link ↗ | 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. DOI ↗ |
| Denumiri alternative | F-measure, Harmonic Mean | Phi Coefficient, Binary Classification Correlation |
| Înrudite | 5 | 5 |
| Rezumat≠ | 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. |
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