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 7 “Selected Zones” performance metrics of seizure type 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	Zoned_selected_bands	0.935	0.97	0.658	0.991	0.927	0.93	0.613	0.991	0.917	0.912	0.655	0.971
		Zoned_background_bands	0.948	0.983	0.8	0.984	0.92	0.945	0.65	0.985	0.923	0.949	0.791	0.955
		Zoned_whole_frequency	0.968	0.992	0.888	0.987	0.935	0.964	0.732	0.984	0.953	0.975	0.844	0.979
	02_tcp_le	Zoned_selected_bands	0.948	0.99	0.938	0.956	0.949	0.99	0.932	0.964	0.913	0.962	0.947	0.883
		Zoned_background_bands	0.959	0.993	0.955	0.962	0.945	0.985	0.931	0.956	0.93	0.979	0.898	0.956
		Zoned_whole_frequency	0.971	0.996	0.969	0.974	0.946	0.985	0.935	0.955	0.948	0.989	0.939	0.955
	03_tcp_ar_a	Zoned_selected_bands	0.958	0.983	0.673	0.994	0.941	0.935	0.632	0.979	0.936	0.919	0.688	0.967
		Zoned_background_bands	0.962	0.981	0.694	0.995	0.932	0.916	0.434	0.992	0.941	0.944	0.578	0.985
		Zoned_whole_frequency	0.972	0.987	0.802	0.993	0.952	0.954	0.609	0.994	0.962	0.972	0.744	0.988
TCSZ	01_tcp_ar	Zoned_selected_bands	0.952	0.98	0.689	0.992	0.938	0.961	0.667	0.979	0.909	0.877	0.705	0.94
		Zoned_background_bands	0.961	0.989	0.795	0.992	0.955	0.977	0.794	0.986	0.941	0.93	0.765	0.974
		Zoned_whole_frequency	0.967	0.99	0.832	0.992	0.955	0.978	0.766	0.991	0.937	0.944	0.774	0.967
	02_tcp_le	Zoned_selected_bands	0.999	0.979	1	0.96	0.999	1	1	0.96	0.997	0.979	0.997	0.96
		Zoned_background_bands	0.98	0.998	0.979	0.983	0.98	0.996	0.981	0.978	0.961	0.974	0.972	0.944
		Zoned_whole_frequency	0.989	0.999	0.99	0.987	0.985	0.998	0.984	0.987	0.98	0.988	0.984	0.974
	03_tcp_ar_a	Zoned_selected_bands	0.978	0.997	0.83	0.995	0.982	0.994	0.931	0.988	0.965	0.952	0.797	0.986
		Zoned_background_bands	0.975	0.991	0.829	0.996	0.969	0.976	0.839	0.987	0.937	0.938	0.757	0.962
		Zoned_whole_frequency	0.98	0.991	0.865	0.996	0.976	0.985	0.833	0.996	0.935	0.969	0.894	0.94
FNSZ	01_tcp_ar	Zoned_selected_bands	0.86	0.908	0.516	0.98	0.799	0.779	0.273	0.982	0.782	0.723	0.231	0.973
		Zoned_background_bands	0.893	0.947	0.636	0.979	0.822	0.826	0.360	0.978	0.818	0.783	0.419	0.952
		Zoned_whole_frequency	0.925	0.979	0.801	0.980	0.862	0.887	0.530	0.973	0.860	0.862	0.550	0.965
	02_tcp_le	Zoned_selected_bands	0.912	0.963	0.656	0.982	0.897	0.934	0.652	0.964	0.867	0.876	0.601	0.939
		Zoned_background_bands	0.922	0.973	0.784	0.974	0.886	0.931	0.704	0.955	0.88	0.925	0.689	0.952
		Zoned_whole_frequency	0.956	0.99	0.887	0.983	0.914	0.96	0.767	0.969	0.931	0.974	0.841	0.965
	03_tcp_ar_a	Zoned_selected_bands	0.912	0.953	0.592	0.98	0.869	0.885	0.37	0.976	0.847	0.781	0.206	0.984
		Zoned_background_bands	0.893	0.949	0.663	0.966	0.82	0.862	0.37	0.962	0.798	0.763	0.225	0.979
		Zoned_whole_frequency	0.921	0.97	0.783	0.964	0.863	0.913	0.581	0.952	0.892	0.936	0.692	0.956
CPSZ	01_tcp_ar	Zoned_selected_bands	0.91	0.97	0.903	0.915	0.888	0.949	0.862	0.907	0.849	0.926	0.747	0.925
		Zoned_background_bands	0.927	0.978	0.876	0.956	0.866	0.934	0.757	0.929	0.865	0.924	0.72	0.948
		Zoned_whole_frequency	0.955	0.991	0.923	0.974	0.919	0.97	0.845	0.963	0.916	0.967	0.824	0.969
	02_tcp_le	Zoned_selected_bands	0.914	0.972	0.844	0.949	0.912	0.959	0.823	0.957	0.83	0.878	0.753	0.869
		Zoned_background_bands	0.926	0.978	0.877	0.953	0.891	0.951	0.8	0.941	0.839	0.904	0.751	0.888
		Zoned_whole_frequency	0.959	0.992	0.929	0.976	0.93	0.973	0.869	0.964	0.897	0.961	0.911	0.89
	03_tcp_ar_a	Zoned_selected_bands	0.901	0.959	0.724	0.967	0.87	0.908	0.655	0.95	0.82	0.772	0.558	0.918
		Zoned_background_bands	0.936	0.979	0.813	0.978	0.902	0.938	0.708	0.967	0.9	0.937	0.694	0.968
		Zoned_whole_frequency	0.959	0.99	0.889	0.983	0.929	0.964	0.778	0.98	0.935	0.973	0.813	0.976

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