TABLE V. Detection Results of COVID-19 Blood Test Using Dataset 1.
| MODEL | TPR | FPR | Accuracy | Precision | F1Score | AUC | |
|---|---|---|---|---|---|---|---|
| VAE-1SVM | 1.000 | 0.009 | 0.999 | 0.999 | 1.000 | 1.000 | 0.996 |
| GAN-1SVM | 1.000 | 0.017 | 0.998 | 0.998 | 1.000 | 0.999 | 0.991 |
| RBM-1SVM | 0.994 | 0.107 | 0.983 | 0.987 | 0.994 | 0.991 | 0.943 |
| DBN-1SVM | 1.000 | 0.034 | 0.996 | 0.996 | 1.000 | 0.998 | 0.983 |
| 1SVM | 1.000 | 0.130 | 0.985 | 0.983 | 1.000 | 0.992 | 0.935 |