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

Wang, Ziwei; Mengoni, Paolo

doi:10.1186/s40708-022-00159-3

Brain Informatics

Table 10 Performance metrics of ablation study for seizure types GNSZ, TCSZ, FNSZ, CPSZ

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
GNSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.916	0.961	0.675	0.979	0.89	0.92	0.573	0.972	0.847	0.886	0.772	0.866
		Set_zoned_whole_frequency	0.963	0.99	0.865	0.987	0.94	0.961	0.755	0.984	0.948	0.974	0.869	0.968
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.927	0.981	0.906	0.945	0.925	0.974	0.896	0.949	0.901	0.957	0.859	0.934
		Set_zoned_whole_frequency	0.959	0.993	0.952	0.966	0.946	0.984	0.94	0.951	0.915	0.973	0.852	0.966
	03_tcp_ar_a	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	0.968	0.987	0.738	0.996	0.949	0.941	0.602	0.992	0.949	0.94	0.636	0.987
TCSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.957	0.987	0.824	0.989	0.958	0.971	0.869	0.98	0.93	0.923	0.835	0.953
		Set_zoned_whole_frequency	0.968	0.992	0.847	0.991	0.956	0.98	0.827	0.98	0.916	0.931	0.811	0.935
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.878	0.96	0.805	0.988	0.865	0.94	0.802	0.961	0.832	0.825	0.801	0.873
		Set_zoned_whole_frequency	0.986	0.998	0.986	0.986	0.987	0.998	0.989	0.983	0.976	0.988	0.972	0.981
	03_tcp_ar_a	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	0.978	0.993	0.846	0.996	0.976	0.986	0.872	0.99	0.952	0.949	0.724	0.984
FNSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.83	0.887	0.608	0.933	0.792	0.838	0.508	0.924	0.791	0.813	0.56	0.899
		Set_zoned_whole_frequency	0.907	0.961	0.686	0.982	0.828	0.847	0.391	0.975	0.797	0.674	0.261	0.977
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.863	0.921	0.602	0.962	0.831	0.882	0.503	0.956	0.8	0.821	0.408	0.948
		Set_zoned_whole_frequency	0.927	0.977	0.797	0.977	0.882	0.935	0.669	0.962	0.874	0.925	0.675	0.95
	03_tcp_ar_a	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	0.903	0.959	0.7	0.968	0.851	0.891	0.522	0.955	0.82	0.789	0.406	0.951
CPSZ	01_tcp_ar	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.869	0.941	0.722	0.946	0.835	0.906	0.659	0.927	0.81	0.856	0.566	0.937
		Set_zoned_whole_frequency	0.947	0.987	0.912	0.967	0.911	0.961	0.833	0.955	0.876	0.935	0.745	0.952
	02_tcp_le	Set_zoned_selected_bands	0	0	0	0	0	0	0	0	0	0	0	0
		Set_zoned_background_bands	0.88	0.95	0.769	0.941	0.855	0.92	0.767	0.904	0.728	0.824	0.736	0.729
		Set_zoned_whole_frequency	0.937	0.984	0.892	0.963	0.923	0.969	0.857	0.959	0.895	0.949	0.838	0.927
	03_tcp_ar_a	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	0.94	0.981	0.817	0.98	0.901	0.94	0.702	0.967	0.892	0.924	0.675	0.964

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