Research Article
[Retracted] A Machine-Learning-Based System for Prediction of Cardiovascular and Chronic Respiratory Diseases
Table 15
Classification of CRDs 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 | 2.3466 | 1.09438 | 0.22 | 0.25 | 0.23 | etCO2 | 42.46008 | 22.48736 | imCO2 | 68.92556 | 46.9466 | etO2 | 137.1689 | 10.14428 | inO2 | 328.6665 | 21.34718 | Support Vector Machine | spo2 | 2.3466 | 1.09438 | 0.21 | 0.22 | 0.20 | etCO2 | 42.46008 | 22.48736 | imCO2 | 68.92556 | 46.9466 | etO2 | 137.1689 | 10.14428 | inO2 | 328.6665 | 21.34718 | Decision Tree (J48) | spo2 | 2.3466 | 1.09438 | 0.21 | 0.24 | 0.22 | etCO2 | 42.46008 | 22.48736 | imCO2 | 68.92556 | 46.9466 | etO2 | 137.1689 | 10.14428 | inO2 | 328.6665 | 21.34718 |
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