Table 12 Performance of the machine learning classifiers for public balanced Fitbit datasets
ML classifier models | Mean accuracy | Precision | Recall | F1 | MCC |
|---|---|---|---|---|---|
RF | 97.80 | 97.00 | 98.00 | 97.80 | 95.60 |
Bagging | 97.60 | 97.00 | 98.00 | 97.60 | 95.30 |
ExtraTreesClassifier | 98.20 | 98.00 | 98.00 | 98.20 | 96.30 |
ADA | 81.50 | 81.00 | 82.00 | 82.50 | 78.00 |
GB | 98.30 | 98.00 | 98.00 | 97.30 | 96.40 |
Voting | 90.50 | 91.00 | 91.00 | 90.50 | 88.00 |
DummyClassifier | 20.50 | 21.00 | 21.00 | 20.50 | 00.00 |