Vertaile menetelmiä
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| F1-pisteet× | Matthews-korrelaatiokerroin× | |
|---|---|---|
| Tieteenala | Mallien arviointi | Mallien arviointi |
| Menetelmäperhe | MCDM | MCDM |
| Syntyvuosi≠ | 1979 | 1975 |
| Kehittäjä≠ | C. J. van Rijsbergen | Brian W. Matthews |
| Tyyppi | Evaluation metric | Evaluation metric |
| Alkuperäislähde≠ | 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 ↗ |
| Rinnakkaisnimet | F-measure, Harmonic Mean | Phi Coefficient, Binary Classification Correlation |
| Liittyvät | 5 | 5 |
| Tiivistelmä≠ | 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. |
| ScholarGateAineisto ↗ |
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