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. 2023 Aug 22;8(4):1362–1368. doi: 10.1002/epi4.12800

TABLE 2.

Summary of the classification results.

Classifiers Precision Sensitivity Specificity F1‐score
FE IGE Avg FE IGE Avg FE IGE Avg FE IGE Avg
Stack 0.87 0.71 0.81 0.85 0.74 0.81 0.74 0.85 0.77 0.86 0.72 0.81
SVM 0.83 0.68 0.78 0.85 0.66 0.79 0.66 0.85 0.72 0.84 0.67 0.78
LogReg 0.83 0.67 0.78 0.84 0.66 0.78 0.66 0.84 0.72 0.84 0.67 0.78
KNN 0.87 0.66 0.80 0.76 0.80 0.78 0.76 0.80 0.78 0.84 0.71 0.79
RanFor 0.85 0.69 0.80 0.84 0.70 0.79 0.70 0.84 0.77 0.85 0.69 0.80
GradBoost 0.88 0.68 0.80 0.82 0.78 0.80 0.75 0.84 0.77 0.86 0.71 0.80
AdaBoost 0.87 0.69 0.80 0.83 0.78 0.80 0.75 0.84 0.77 0.86 0.72 0.81
Bagging 0.86 0.68 0.80 0.83 0.72 0.79 0.72 0.83 0.76 0.84 0.70 0.79
ExtRa Trees 0.82 0.71 0.78 0.89 0.60 0.79 0.60 0.89 0.70 0.85 0.66 0.79

Note: Each row represents a classifier while their precision, sensitivity, specificity, and F1‐score are in the columns for focal epilepsy (FE), idiopathic generalized epilepsy (IGE), and their average.