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. 2024 Jan 25;10:e1829. doi: 10.7717/peerj-cs.1829

Table 6. Classifiers performance of DWT-based feature extraction with oversampling using SAM and HAM-A labeling.

HAM-A label SAM Label
Accuracy Recall Precision Accuracy Recall Precision
KNN 61.94% 61.94% 72.72% 57.50% 57.50% 69.38%
LDA 75.37% 75.37% 75.85% 65.20% 65.20% 66.68%
SVM 70.06% 70.06% 70.92% 58.80% 58.80% 60.56%
RF 87.50% 87.50% 87.65% 82.14% 82.14% 82.32%
AdaBoost bagging 78.98% 78.98% 79.03% 74.43% 74.43% 72.54%
Gradient bagging 77.87% 77.87% 77.92% 73.44% 73.44% 73.52%