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. 2024 Jan 3;19(1):e0295501. doi: 10.1371/journal.pone.0295501

Table 7. Experimental results of machine learning classifiers.

Classifier Original Data Down-Sampled Data
Accuracy Precision Recall F1 Accuracy Precision Recall F1
RF 0.98 0.97 0.94 0.95 0.97 0.98 0.97 0.97
GBM 0.97 0.92 0.94 0.93 0.95 0.95 0.95 0.95
AdaBoost 0.88 0.72 0.69 0.66 0.94 0.94 0.94 0.94
LR 0.86 0.52 0.40 0.43 0.89 0.88 0.88 0.88
SVC 0.83 0.17 0.20 0.18 0.93 0.93 0.92 0.92