Research Article
Interpretable Detection and Location of Myocardial Infarction Based on Ventricular Fusion Rule Features
Table 6
Performance comparison of each classifier on PCA, LPP, and DWT.
| Classifier | PCA (%) | LPP (%) | DWT (%) |
| KNN | 53.94 | 97.74 | 98.15 | GNB | 26.70 | 23.43 | 48.00 | LDA | 13.88 | 27.07 | 76.00 | LR | 14.31 | 39.75 | 82.17 | DT | 73.16 | 98.71 | 92.84 | SVM | 61.17 | 37.10 | 98.55 | Random forest | 80.75 | 99.43 | 99.46 | AdaBoost | 73.80 | 98.31 | 92.46 | ExtraTrees | 70.80 | 99.19 | 99.59 | Bagging | 88.12 | 99.19 | 98.89 | GBDT | 67.98 | 99.65 | 97.96 | XGBoost | 93.02 | 99.65 | 99.70 | Average | 59.80 | 76.60 | 90.31 |
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