Table 9.
Hybrid classification for CVD on 60-second forecasted vital signs.
| Classifier | Best settings | Performance metrics | ||||
|---|---|---|---|---|---|---|
| Vital sign | MSE | MAPE | Precision | Recall | F-measure | |
| Naïve Bayes | spo2 | 3.49538 | 1.49338 | 0.77 | 0.64 | 0.66 |
| HR | 7.9457 | 2.75838 | ||||
| NBP (Sys) | 83.08452 | 7.7184 | ||||
| NBP (Dia) | 35.41272 | 6.76452 | ||||
| NBP (mean) | 36.2189 | 6.99832 | ||||
| Support Vector Machine | spo2 | 3.49538 | 1.49338 | 0.69 | 0.56 | 0.60 |
| HR | 7.9457 | 2.75838 | ||||
| NBP (Sys) | 83.08452 | 7.7184 | ||||
| NBP (Dia) | 35.41272 | 6.76452 | ||||
| NBP (mean) | 36.2189 | 6.99832 | ||||
| Decision Tree (J48) | spo2 | 3.49538 | 1.49338 | 0.58 | 0.36 | 0.37 |
| HR | 7.9457 | 2.75838 | ||||
| NBP (Sys) | 83.08452 | 7.7184 | ||||
| NBP (Dia) | 35.41272 | 6.76452 | ||||
| NBP (mean) | 36.2189 | 6.99832 | ||||