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

Table 7. Classifiers performance of DWT-based feature extraction without oversampling using SAM and HAM-A labeling.

HAM-A label SAM Label
Accuracy Recall Precision Accuracy Recall Precision
KNN 64.00% 64.61% 65.11% 55.56% 55.56% 55.89%
LDA 72.58% 72.58% 72.03% 60.62% 60.62% 59.08%
SVM 70.04% 70.04% 72.27% 64.25% 64.25% 41.28%
RF 83.93% 83.93% 84.06% 71.37% 71.37% 71.57%
AdaBoost bagging 77.42% 77.42% 77.10% 65.09% 65.09% 63.35%
Gradient bagging 77.05% 77.05% 76.74% 66.91% 66.91% 65.60%