Table 9 Experimental results of different machine learning models for the S. aureus dataset (k = 15)
From: MAC-ErrorReads: machine learning-assisted classifier for filtering erroneous NGS reads
Metrics | Accuracy | Precision | Recall | F1-score | MCC | ROC |
|---|---|---|---|---|---|---|
SVM | 1 | 1 | 1 | 1 | 0.99 | 0.99 |
RF | 0.96 | 0.96 | 0.96 | 0.96 | 0.92 | 0.96 |
LR | 1 | 1 | 1 | 1 | 0.99 | 0.99 |
NB | 1 | 1 | 1 | 1 | 0.99 | 0.99 |
XGBoost | 0.95 | 0.95 | 0.95 | 0.95 | 0.92 | 0.95 |