Table 18.
Classification of CRDs on 3-minute forecasted vital signs using polynomial regression degree 2.
| Classifier | Polynomial degree 2 | Performance metrics | ||||
|---|---|---|---|---|---|---|
| Vital sign | MSE | MSPE | Precision | Recall | F-measure | |
| Naïve Bayes | spo2 | 2.57998 | 1.26394 | 0.02 | 0.07 | 0.03 |
| etCO2 | 104.7052 | 27.64572 | ||||
| imCO2 | 96.76128 | 39.98942 | ||||
| etO2 | 182.6932 | 16.6988 | ||||
| inO2 | 330.6127 | 14.02962 | ||||
| Support Vector Machine | spo2 | 2.57998 | 1.26394 | 0.03 | 0.08 | 0.04 |
| etCO2 | 104.7052 | 27.64572 | ||||
| imCO2 | 96.76128 | 39.98942 | ||||
| etO2 | 182.6932 | 16.6988 | ||||
| inO2 | 330.6127 | 14.02962 | ||||
| Decision Tree (J48) | spo2 | 2.57998 | 1.26394 | 0.04 | 0.05 | 0.04 |
| etCO2 | 104.7052 | 27.64572 | ||||
| imCO2 | 96.76128 | 39.98942 | ||||
| etO2 | 182.6932 | 16.6988 | ||||
| inO2 | 330.6127 | 14.02962 | ||||