Table 10 Performance of the machine learning classifiers for public original Fitbit datasets
ML classifier models | Mean accuracy | Precision | Recall | F1 | MCC |
|---|---|---|---|---|---|
RF | 98.00 | 98.00 | 98.00 | 97.29 | 96.60 |
Bagging | 98.00 | 98.00 | 98.00 | 97.24 | 96.30 |
ExtraTreesClassifier | 97.00 | 97.00 | 97.00 | 97.16 | 95.30 |
ADA | 91.00 | 88.00 | 89.00 | 88.19 | 84.98 |
GB | 98.00 | 98.00 | 98.00 | 97.86 | 96.78 |
Voting | 96.00 | 96.00 | 96.00 | 96.21 | 94.99 |
DummyClassifier | 35.18 | 12.00 | 35.00 | 18.00 | 00.00 |