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