scenario | condition of basic rates (with \({\tau = 0.5}\)) | # guaranteed high basic rates |
---|---|---|
high MCC\(_{\tau = 0.5}\) | high TPR, TNR, PPV, and NPV | 4 |
high BA\(_{\tau = 0.5}\) | high TPR, TNR, and at least one of PPV and NPV | 3 |
high BM\(_{\tau = 0.5}\) | high TPR, TNR, and at least one of PPV and NPV | 3 |
high MK\(_{\tau = 0.5}\) | high PPV, NPV, and at least one of TPR and TNR | 3 |
high F\(_1\) score\(_{\tau = 0.5}\) | high PPV and TPR | 2 |
high accuracy\(_{\tau = 0.5}\) | high TPR and PPV, or high TNR and NPV | 2 |
high ROC AUC\(_{\tau = all}\) with all points above half semicircle ROC | high TPR and TNR, or at least one of TPR and TNR | 1 |