Table 5 Tenfold cross-validation result of XGBoostClassifier.
From: Non-invasive acoustic classification of adult asthma using an XGBoost model with vocal biomarkers
Fold | Accuracy | AUC | Recall | Prec. | F1 | Kappa | MCC |
---|---|---|---|---|---|---|---|
0 | 0.8667 | 0.9821 | 1.0000 | 0.7778 | 0.8750 | 0.7368 | 0.7638 |
1 | 0.9333 | 1.0000 | 1.0000 | 0.8750 | 0.9333 | 0.8673 | 0.8750 |
2 | 0.8667 | 0.8750 | 0.8571 | 0.8571 | 0.8571 | 0.7321 | 0.7321 |
3 | 0.8667 | 0.9286 | 0.8571 | 0.8571 | 0.8571 | 0.7321 | 0.7321 |
4 | 0.9333 | 1.0000 | 0.8750 | 1.0000 | 0.9333 | 0.8673 | 0.8750 |
5 | 0.8667 | 0.9107 | 0.8750 | 0.875 | 0.8750 | 0.7321 | 0.7321 |
6 | 0.8000 | 0.9286 | 0.8750 | 0.7778 | 0.8235 | 0.5946 | 0.6001 |
7 | 0.8667 | 0.9464 | 0.8750 | 0.875 | 0.8750 | 0.7321 | 0.7321 |
8 | 0.8000 | 0.8036 | 0.8750 | 0.7778 | 0.8235 | 0.5946 | 0.6001 |
9 | 0.7143 | 0.7551 | 0.7143 | 0.7143 | 0.7143 | 0.4286 | 0.4286 |
Mean | 0.8514 | 0.9130 | 0.8804 | 0.8387 | 0.8567 | 0.7018 | 0.7071 |
Std | 0.0622 | 0.0774 | 0.0758 | 0.0757 | 0.0594 | 0.1254 | 0.1275 |