Table 19.
Hybrid classification for CRDs on 3-minute forecasted vital signs.
| Classifier | Polynomial degree 2 | Performance metrics | ||||
|---|---|---|---|---|---|---|
| Vital sign | MSE | MAPE | Precision | Recall | F-measure | |
| Naïve Bayes | spo2 | 2.57998 | 1.26394 | 0.11 | 0.05 | 0.04 |
| etCO2 | 700.1815 | 78.09214 | ||||
| imCO2 | 96.76126 | 39.98942 | ||||
| etO2 | 3158.258 | 98.19944 | ||||
| inO2 | 334.8831 | 27.5847 | ||||
| Support Vector Machine | spo2 | 2.57998 | 1.26394 | 0.14 | 0.09 | 0.06 |
| etCO2 | 700.1815 | 78.09214 | ||||
| imCO2 | 96.76126 | 39.98942 | ||||
| etO2 | 3158.258 | 98.19944 | ||||
| inO2 | 334.8831 | 27.5847 | ||||
| Decision Tree (J48) | spo2 | 2.57998 | 1.26394 | 0.09 | 0.16 | 0.11 |
| etCO2 | 700.1815 | 78.09214 | ||||
| imCO2 | 96.76126 | 39.98942 | ||||
| etO2 | 3158.258 | 98.19944 | ||||
| inO2 | 334.8831 | 27.5847 | ||||