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