Table 13.
Hybrid classification for CVD on 3-minute forecasted vital signs.
| Classifier | Best settings | Performance metrics | ||||
|---|---|---|---|---|---|---|
| Vital sign | MSE | MAPE | Precision | Recall | F-measure | |
| Naïve Bayes | spo2 | 4.63774 | 1.6672 | 0.59 | 0.65 | 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 | 4.63774 | 1.6672 | 0.73 | 0.51 | 0.52 |
| 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 | 4.63774 | 1.6672 | 0.58 | 0.56 | 0.55 |
| HR | 9.87616 | 3.19928 | ||||
| NBP (Sys) | 342.3416 | 15.93054 | ||||
| NBP (Dia) | 186.2163 | 14.37694 | ||||
| NBP (mean) | 170.2237 | 13.48256 | ||||