Table 13 Performance of the machine learning classifiers for private balanced MOX2-5 datasets
ML classifier models | Mean accuracy | Precision | Recall | F1 | MCC |
|---|---|---|---|---|---|
RF | 99.50 | 99.00 | 99.00 | 99.50 | 98.00 |
Bagging | 99.50 | 99.00 | 99.00 | 99.50 | 98.00 |
ExtraTreesClassifier | 99.50 | 99.00 | 99.00 | 99.50 | 98.00 |
ADA | 76.50 | 76.00 | 77.00 | 76.50 | 72.07 |
GB | 99.80 | 99.00 | 99.00 | 99.80 | 99.00 |
Voting | 75.00 | 75.00 | 75.00 | 75.00 | 72.80 |
DummyClassifier | 20.72 | 20.70 | 20.70 | 20.72 | 00.00 |