A Novel MEGNet for Classification of High-Frequency Oscillations in Magnetoencephalography of Epileptic Patients

Table 1

Performance of HFOs classification with different dimension reduction methods.

Method	Accuracy	Recall	Precision	F1-score
Original	0.41	0.40	0.41	0.41
PCA	0.94	0.94	0.95	0.94
KPCA	0.86	0.87	0.86	0.86
LLE	0.89	0.90	0.89	0.89

The highest metrics were marked as bold.