Table 4.
Classificationa | RF | GB | ||||
---|---|---|---|---|---|---|
Str (fivefold CV) d | Tse | Vdf | Str (fivefold CV)d | Tse | Vdf | |
TP | 330 | 77 | 110 | 331 | 75 | 108 |
TN | 98 | 32 | 36 | 97 | 32 | 38 |
FP | 13 | 3 | 8 | 14 | 3 | 6 |
FN | 11 | 2 | 6 | 10 | 4 | 8 |
Sn (%) | 96.77 | 91.43 | 81.82 | 97.07 | 91.43 | 86.36 |
Sp (%) | 88.29 | 97.47 | 94.83 | 87.39 | 94.94 | 93.10 |
Acc (%) | 94.69 | 95.61 | 91.25 | 94.69 | 93.86 | 91.25 |
F1 score (%) | 96.49 | 96.85 | 94.02 | 96.50 | 95.54 | 93.91 |
MCCb | – | 0.896 | 0.778 | – | 0.857 | 0.784 |
AUROCc | – | 0.944 | 0.883 | – | 0.932 | 0.897 |
aTP: True positive, TN: True negative, FP: False positive, FN: False negative, Sn: Sensitivity, Sp: Specificity, Acc: Accuracy
bMatthews correlation coefficient
cScore of area under the receiver operating characteristic curve
dSub-training set
eTest set
fValidation set