From: Machine learning to analyse omic-data for COVID-19 diagnosis and prognosis
Model | DNA methylation | Proteomic | Metabolomic | ||||||
---|---|---|---|---|---|---|---|---|---|
 | AUC | Accuracy | F1-score | AUC | Accuracy | F1-score | AUC | Accuracy | F1-score |
SVM | 0.54 | 0.56 | 0.40 | 0.52 | 0.54 | 0.41 | 0.50 | 0.55 | 0.30 |
RF | 0.68 | 0.72 | 0.59 | 0.68 | 0.72 | 0.69 | 0.67 | 0.72 | 0.59 |
LR | 0.70 | 0.76 | 0.64 | 0.60 | 0.56 | 0.64 | 0.58 | 0.53 | 0.54 |
KNN | 0.60 | 0.59 | 0.51 | 0.52 | 0.59 | 0.48 | 0.60 | 0.49 | 0.51 |
RUS | 0.48 | 0.53 | 0.42 | 0.52 | 0.59 | 0.48 | 0.39 | 0.35 | 0.32 |
MLP | 0.69 | 0.73 | 0.74 | 0.66 | 0.67 | 0.74 | 0.68 | 0.70 | 0.72 |