Brain Informatics

Table 13 Performance metric of selected zones 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	Zoned_selected_bands	0.997	0.996	0.816	0.999	0.998	0.998	0.883	1	0.998	0.973	0.883	0.999
		Zoned_background_bands	0.999	1	0.933	1	0.999	0.999	0.933	1	0.999	1	0.933	1
		Zoned_whole_frequency	0.998	0.999	0.883	1	0.998	0.999	0.883	1	0.995	0.959	0.833	0.997
	02_tcp_le	Zoned_selected_bands	0.994	0.994	0.944	0.996	0.992	0.982	0.887	0.996	0.989	0.957	0.848	0.995
		Zoned_background_bands	0.992	0.995	0.883	0.996	0.991	0.99	0.868	0.996	0.986	0.961	0.894	0.989
		Zoned_whole_frequency	0.994	0.996	0.903	0.997	0.994	0.993	0.901	0.997	0.99	0.962	0.836	0.996
MYSZ	01_tcp_ar	Zoned_selected_bands	0.993	0.998	0.55	1	0.994	0.998	0.916	0.995	0.994	0.997	0.85	0.997
		Zoned_background_bands	0.995	0.997	0.6	1	0.991	0.994	0.716	0.995	0.991	0.994	0.533	0.996
		Zoned_whole_frequency	0.994	0.998	0.7	0.997	0.997	0.999	0.916	0.999	0.993	0.997	0.666	0.998
	02_tcp_le	Zoned_selected_bands	0.997	0.93	1	0.869	0.996	0.973	0.998	0.869	0.994	0.933	0.996	0.869
		Zoned_background_bands	0.997	0.957	1	0.869	0.996	0.912	0.998	0.869	0.997	0.934	1	0.869
		Zoned_whole_frequency	0.997	0.977	1	0.869	0.998	0.967	1	0.919	0.995	0.88	1	0.72
TNSZ	01_tcp_ar	Zoned_selected_bands	0.942	0.885	0.275	0.996	0.934	0.849	0.343	0.982	0.843	0.733	0.416	0.878
		Zoned_background_bands	0.945	0.901	0.305	0.997	0.944	0.891	0.303	0.997	0.899	0.794	0.402	0.939
		Zoned_whole_frequency	0.949	0.912	0.353	0.998	0.947	0.917	0.359	0.995	0.881	0.705	0.426	0.918
SPSZ	01_tcp_ar	zoned_selected_bands	0.905	0.951	0.6	0.984	0.852	0.859	0.425	0.963	0.868	0.87	0.604	0.933
		Zoned_background_bands	0.933	0.972	0.726	0.986	0.914	0.946	0.685	0.973	0.888	0.919	0.8	0.91
		Zoned_whole_frequency	0.945	0.981	0.801	0.983	0.917	0.954	0.678	0.979	0.922	0.949	0.802	0.952

Back to article page