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 6 “Selected Bands” performance metrics of 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	Selected_bands	0.936	0.972	0.669	0.99	0.933	0.942	0.692	0.982	0.88	0.914	0.757	0.906
		Background_bands	0.953	0.985	0.808	0.988	0.921	0.942	0.638	0.989	0.931	0.955	0.801	0.962
		Whole_frequency	0.97	0.993	0.894	0.989	0.947	0.969	0.791	0.985	0.951	0.975	0.86	0.973
	02_tcp_le	Selected_bands	0.937	0.987	0.933	0.94	0.935	0.985	0.915	0.953	0.871	0.923	0.894	0.849
		Background_bands	0.954	0.991	0.941	0.965	0.944	0.984	0.932	0.954	0.918	0.967	0.878	0.951
		Whole_frequency	0.972	0.996	0.969	0.974	0.955	0.989	0.947	0.962	0.937	0.983	0.923	0.949
	03_tcp_ar_a	Selected_bands	0.955	0.982	0.667	0.991	0.949	0.947	0.707	0.979	0.944	0.938	0.755	0.967
		Background_bands	0.96	0.982	0.672	0.995	0.946	0.939	0.602	0.988	0.937	0.939	0.557	0.983
		Whole_frequency	0.977	0.99	0.823	0.995	0.965	0.97	0.742	0.993	0.957	0.957	0.73	0.985
TCSZ	01_tcp_ar	Selected_bands	0.955	0.982	0.693	0.995	0.939	0.957	0.67	0.979	0.92	0.887	0.701	0.953
		Background_bands	0.961	0.989	0.807	0.99	0.951	0.973	0.779	0.983	0.91	0.948	0.861	0.921
		Whole_frequency	0.968	0.991	0.83	0.994	0.964	0.985	0.817	0.992	0.93	0.94	0.81	0.953
	02_tcp_le	Selected_bands	0.999	1	1	0.95	0.999	1	1	0.96	0.993	0.7	1	0.4
		Background_bands	0.983	0.998	0.983	0.984	0.981	0.996	0.983	0.979	0.96	0.969	0.971	0.944
		Whole_frequency	0.99	0.999	0.992	0.987	0.987	0.997	0.99	0.981	0.955	0.953	0.996	0.893
	03_tcp_ar_a	Selected_bands	0.976	0.997	0.8	0.994	0.971	0.986	0.856	0.986	0.958	0.984	0.884	0.966
		Background_bands	0.966	0.989	0.751	0.995	0.962	0.981	0.765	0.989	0.948	0.956	0.715	0.981
		Whole_frequency	0.99	0.998	0.93	0.999	0.989	0.997	0.937	0.996	0.944	0.982	0.907	0.95
FNSZ	01_tcp_ar	Selected_bands	0.858	0.904	0.527	0.973	0.819	0.816	0.383	0.97	0.791	0.708	0.317	0.955
		Background_bands	0.893	0.951	0.633	0.981	0.823	0.834	0.368	0.977	0.782	0.696	0.203	0.976
		Whole_frequency	0.937	0.982	0.79	0.987	0.869	0.9	0.551	0.975	0.837	0.797	0.466	0.962
	02_tcp_le	Selected_bands	0.898	0.949	0.561	0.989	0.887	0.913	0.575	0.972	0.84	0.869	0.629	0.897
		Background_bands	0.921	0.975	0.774	0.977	0.884	0.929	0.697	0.954	0.861	0.897	0.649	0.941
		Whole_frequency	0.956	0.99	0.877	0.986	0.913	0.954	0.773	0.965	0.897	0.941	0.741	0.956
	03_tcp_ar_a	Selected_bands	0.918	0.955	0.623	0.981	0.887	0.904	0.481	0.973	0.855	0.864	0.266	0.98
		Background_bands	0.891	0.949	0.647	0.968	0.848	0.887	0.535	0.948	0.829	0.829	0.405	0.964
		Whole_frequency	0.932	0.977	0.797	0.974	0.886	0.929	0.687	0.949	0.874	0.909	0.587	0.964
CPSZ	01_tcp_ar	Selected_bands	0.901	0.963	0.869	0.925	0.884	0.945	0.84	0.917	0.811	0.875	0.652	0.928
		Background_bands	0.935	0.982	0.88	0.967	0.897	0.954	0.807	0.949	0.878	0.925	0.771	0.94
		Whole_frequency	0.961	0.992	0.933	0.977	0.929	0.973	0.878	0.959	0.902	0.953	0.826	0.946
	02_tcp_le	Selected_bands	0.874	0.946	0.748	0.937	0.871	0.922	0.733	0.94	0.759	0.806	0.613	0.833
		Background_bands	0.933	0.982	0.88	0.962	0.919	0.966	0.86	0.952	0.842	0.913	0.818	0.855
		Whole_frequency	0.959	0.992	0.927	0.977	0.938	0.978	0.886	0.967	0.9	0.949	0.791	0.96
	03_tcp_ar_a	Selected_bands	0.871	0.933	0.604	0.97	0.839	0.883	0.61	0.924	0.734	0.753	0.596	0.786
		Background_bands	0.926	0.974	0.759	0.982	0.9	0.943	0.714	0.963	0.884	0.918	0.643	0.964
		Whole_frequency	0.968	0.993	0.908	0.988	0.944	0.977	0.851	0.975	0.929	0.967	0.803	0.972

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