Brain Informatics

Table 14 Performance metric of selected bands 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	Selected_bands	0.995	0.994	0.593	1	0.998	0.999	0.883	0.999	0.996	0.973	0.843	0.998
		Background_bands	0.998	0.999	0.883	1	0.999	0.999	0.933	1	0.998	0.974	0.909	0.999
		Whole_frequency	0.997	0.965	0.833	0.999	0.998	0.999	0.833	1	0.996	0.998	0.843	0.998
	02_tcp_le	Selected_bands	0.994	0.997	0.92	0.996	0.994	0.996	0.923	0.996	0.988	0.958	0.895	0.992
		Background_bands	0.992	0.994	0.889	0.996	0.991	0.985	0.866	0.996	0.982	0.951	0.848	0.987
		Whole_frequency	0.993	0.995	0.898	0.997	0.993	0.988	0.896	0.997	0.99	0.959	0.832	0.996
MYSZ	01_tcp_ar	Selected_bands	0.991	0.995	0.419	1	0.992	0.992	0.593	0.998	0.991	0.97	0.673	0.996
		Background_bands	0.993	0.998	0.616	0.999	0.995	0.998	0.773	0.999	0.993	0.964	0.606	0.998
		Whole_frequency	0.993	0.998	0.733	0.997	0.997	0.999	0.893	0.999	0.995	0.999	0.736	0.998
	02_tcp_le	Selected_bands	0.997	0.925	1	0.766	0.997	0.893	0.999	0.866	0.993	0.932	0.996	0.766
		Background_bands	0.997	0.999	1	0.766	0.996	0.998	0.998	0.866	0.984	0.596	0.993	0.2
		Whole_frequency	0.997	0.999	1	0.766	0.997	1	1	0.766	0.993	0.75	1	0.5
TNSZ	01_tcp_ar	Selected_bands	0.942	0.876	0.279	0.996	0.938	0.838	0.313	0.989	0.887	0.753	0.395	0.928
		Background_bands	0.944	0.894	0.305	0.997	0.944	0.885	0.312	0.996	0.892	0.826	0.501	0.924
		Whole_frequency	0.948	0.912	0.343	0.998	0.956	0.913	0.484	0.995	0.866	0.79	0.489	0.897
SPSZ	01_tcp_ar	Selected_bands	0.912	0.948	0.618	0.988	0.878	0.898	0.579	0.955	0.865	0.878	0.651	0.92
		Background_bands	0.946	0.98	0.782	0.988	0.925	0.955	0.776	0.964	0.907	0.919	0.637	0.975
		Whole_frequency	0.956	0.987	0.823	0.991	0.928	0.964	0.747	0.975	0.904	0.956	0.819	0.928

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