Table 11.
Classification of CVD on 3-minute forecasted vital signs using polynomial degree 2.
| Classifier | Polynomial degree 2 | Performance metrics | ||||
|---|---|---|---|---|---|---|
| Vital sign | MSE | MAPE | Precision | Recall | F-measure | |
| Naïve Bayes | spo2 | 19.6604 | 4.66122 | 0.59 | 0.67 | 0.60 |
| HR | 9.87616 | 3.19928 | ||||
| NBP (Sys) | 342.3416 | 15.93054 | ||||
| NBP (Dia) | 186.2163 | 14.37694 | ||||
| NBP (mean) | 170.2237 | 13.48256 | ||||
| Support Vector Machine | spo2 | 19.6604 | 4.66122 | 0.73 | 0.51 | 0.53 |
| HR | 9.87616 | 3.19928 | ||||
| NBP (Sys) | 342.3416 | 15.93054 | ||||
| NBP (Dia) | 186.2163 | 14.37694 | ||||
| NBP (mean) | 170.2237 | 13.48256 | ||||
| Decision Tree (J48) | spo2 | 19.6604 | 4.66122 | 0.78 | 0.76 | 0.75 |
| HR | 9.87616 | 3.19928 | ||||
| NBP (Sys) | 342.3416 | 15.93054 | ||||
| NBP (Dia) | 186.2163 | 14.37694 | ||||
| NBP (mean) | 170.2237 | 13.48256 | ||||