Võrdle meetodeid
Vaata valitud meetodeid kõrvuti; erinevad read on esile tõstetud.
| F1-hinne× | Matthews' korrelatsioonikoefitsient× | |
|---|---|---|
| Valdkond | Mudelite hindamine | Mudelite hindamine |
| Perekond | MCDM | MCDM |
| Tekkeaasta≠ | 1979 | 1975 |
| Looja≠ | C. J. van Rijsbergen | Brian W. Matthews |
| Tüüp | Evaluation metric | Evaluation metric |
| Algallikas≠ | 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 ↗ |
| Rööpnimetused | F-measure, Harmonic Mean | Phi Coefficient, Binary Classification Correlation |
| Seotud | 5 | 5 |
| Kokkuvõte≠ | 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. |
| ScholarGateAndmestik ↗ |
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