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Nocturnal hypoglycemia warning results of different models on the OhioT1DM dataset
| Early warning model | Accuracy | Recall | Missed | False | F1-score | Training time (Unit: Seconds) |
FLOPs (Unit: K) |
|---|---|---|---|---|---|---|---|
| Proposed model | 98.4% | 94.12% | 5.88% | 1.43% | 96.21% | 50.02 | 175.58 |
| Threshold warning | 98.87% | 75.74% | 24.26% | 0.24% | 85.77% | 0.33 | 1.16 |
| RF | 98.43% | 87.5% | 12.5% | 1.15% | 92.64% | 1.21 | 18.8 |
| SVM | 98.13% | 92.65% | 7.35% | 1.66% | 95.31% | 1.13 | 18.6 |
| Traditional features | 98.61% | 89.71% | 10.29% | 1.05% | 93.95% | 33.00 | 115.05 |
