Research Article
[Retracted] A Machine-Learning-Based System for Prediction of Cardiovascular and Chronic Respiratory Diseases
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 |
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