Brain Informatics

Table 16 Performance metric of ablation study of seizure type ABSZ, MYSZ, TNSZ, SPSZ

From: Seizure classification with selected frequency bands and EEG montages: a Natural Language Processing approach

			RF				SVM				MLP
			ACC	AUC	TPR	TNR	ACC	AUC	TPR	TNR	ACC	AUC	TPR	TNR
ABSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.997	0.996	0.816	0.999	0.998	0.998	0.883	1	0.998	0.973	0.883	0.999
		Set_zoned_whole_frequency	0.997	0.999	0.833	0.999	0.998	0.999	0.883	0.999	0.998	0.998	0.933	0.998
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.991	0.993	0.873	0.996	0.99	0.978	0.846	0.995	0.98	0.929	0.834	0.985
		Set_zoned_whole_frequency	0.991	0.993	0.862	0.996	0.991	0.982	0.851	0.997	0.985	0.903	0.66	0.997
MYSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.993	0.998	0.55	1	0.994	0.998	0.916	0.995	0.994	0.997	0.85	0.997
		Set_zoned_whole_frequency	0.995	0.999	0.666	1	0.997	1	0.966	0.998	0.994	0.997	0.766	0.997
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.997	0.945	1	0.766	0.996	0.995	0.999	0.766	0.985	0.712	0.993	0.4
		Set_zoned_whole_frequency	0.997	0.999	1	0.766	0.998	0.999	1	0.866	0.997	0.883	1	0.766
TNSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.983	0.966	0.694	0.996	0.983	0.92	0.724	0.994	0.95	0.54	0.123	0.982
		Set_zoned_whole_frequency	0.949	0.926	0.364	0.997	0.948	0.908	0.389	0.994	0.909	0.808	0.401	0.95
SPSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_whole_frequency	0.945	0.985	0.767	0.99	0.926	0.963	0.765	0.967	0.911	0.943	0.751	0.955

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