Hybrid Convolutional Neural Network for Localization of Epileptic Focus Based on iEEG

Table 1

Confusion matrices and performance measures of the proposed models.

(a) TFCNN model

		Focal	Nonfocal	Precision	Recall	Accuracy	Kappa score	MCC
5-fold	Focal			90.4%	91.1%	90.7%	0.814	0.814
	Nonfocal
10-fold	Focal			91.6%	92.3%	91.9%	0.838	0.838
	Nonfocal

(b) Mixed-CNN model

		Focal	Nonfocal	Precision	Recall	Accuracy	Kappa score	MCC
5-fold	Focal			91.7%	92.0%	91.8%	0.837	0.837
	Nonfocal
10-fold	Focal			92.3%	92.6%	92.5%	0.849	0.849
	Nonfocal

(c) TF-HybridNet model

		Focal	Nonfocal	Precision	Recall	Accuracy	Kappa score	MCC
5-fold	Focal			93.0%	93.4%	93.2%	0.864	0.864
	Nonfocal
10-fold	Focal			94.3%	94.3%	94.3%	0.887	0.887
	Nonfocal