Table 7.
Classification of CVD on 60-second forecasted vital signs using polynomial regression degree 2.
Classifier | Polynomial degree 2 | Performance metrics | ||||
---|---|---|---|---|---|---|
Vital sign | MSE | MAPE | Precision | Recall | F-measure | |
Naïve Bayes | spo2 | 7.26112 | 3.85538 | 0.72 | 0.82 | 0.75 |
HR | 7.9457 | 2.75838 | ||||
NBP (Sys) | 288.3866 | 13.15938 | ||||
NBP (Dia) | 79.68692 | 6.6934 | ||||
NBP (mean) | 84.37498 | 8.22226 | ||||
Support Vector Machine | spo2 | 7.26112 | 3.85538 | 0.67 | 0.60 | 0.61 |
HR | 7.9457 | 2.75838 | ||||
NBP (Sys) | 288.3866 | 13.15938 | ||||
NBP (Dia) | 79.68692 | 6.6934 | ||||
NBP (mean) | 84.37498 | 8.22226 | ||||
Decision Tree (J48) | spo2 | 7.26112 | 3.85538 | 0.80 | 0.76 | 0.73 |
HR | 7.9457 | 2.75838 | ||||
NBP (Sys) | 288.3866 | 13.15938 | ||||
NBP (Dia) | 79.68692 | 6.6934 | ||||
NBP (mean) | 84.37498 | 8.22226 |