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. 2024 Sep 24;25(19):10267. doi: 10.3390/ijms251910267

Table 2.

Testing stage on the imbalanced independent dataset.

Algorithm ACC Recall Precision F1 Kappa MCC
LIGHTGBM 0.992 0.999 0.977 1.0 0.988 0.982
MLP 0.992 0.999 0.977 1.0 0.988 0.982
RF 1.0 1.0 1.0 1.0 1.0 1.0
XGBOOST 0.992 0.999 0.977 1.0 0.988 0.982
KNN 1.0 1.0 1.0 1.0 1.0 1.0
LR 0.992 0.999 0.977 1.0 0.988 0.982
NB 1.0 1.0 1.0 1.0 1.0 1.0
RBF-SVM 0.931 1.0 0.795 1.0 0.886 0.837