Research Article
Significance of Visible Non-Invasive Risk Attributes for the Initial Prediction of Heart Disease Using Different Machine Learning Techniques
Table 2
Performance measures of developed heart disease models.
| | Performance measures | Models | Sensitivity (%) | Specificity (%) | Accuracy (%) | Precision (%) | Error rate (%) | AUROC (%) |
| Decision tree | 82 | 80 | 81 | 84 | 18 | 81 | K nearest neighbor | 73 | 66 | 70 | 69 | 30 | 70 | Support vector machine | 82 | 81 | 82 | 84 | 17 | 82 | Random forest | 85 | 83 | 84 | 85 | 15 | 85 | Naive Bayes | 72 | 66 | 69 | 70 | 30 | 70 |
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