Recognition of Ocular Artifacts in EEG Signal through a Hybrid Optimized Scheme

Table 4

Performance analysis after removing ocular artifacts without semisimulated data generation in terms of correlation coefficient for all 9 subjects.

Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN	Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN
Subject 1						Subject 2
1	0.810	0.652	0.953	0.860	0.961	1	0.8029	0.719	0.922	0.875	0.978
2	0.802	0.715	0.923	0.901	0.976	2	0.811	0.659	0.953	0.850	0.984
3	0.824	0.624	0.937	0.885	0.965	3	0.833	0.697	0.928	0.886	0.962
4	0.811	0.618	0.921	0.872	0.981	4	0.830	0.687	0.952	0.907	0.988
5	0.828	0.723	0.948	0.8633	0.975	5	0.833	0.663	0.947	0.855	0.960
6	0.829	0.606	0.946	0.863	0.967	6	0.836	0.666	0.953	0.852	0.984
7	0.791	0.696	0.928	0.881	0.986	7	0.828	0.732	0.955	0.903	0.984
8	0.787	0.702	0.945	0.876	0.981	8	0.780	0.611	0.925	0.864	0.961
9	0.829	0.661	0.941	0.894	0.985	9	0.780	0.639	0.934	0.850	0.975
10	0.818	0.653	0.952	0.854	0.962	10	0.785	0.662	0.957	0.898	0.987
11	0.780	0.737	0.941	0.901	0.965	11	0.795	0.682	0.944	0.858	0.969
12	0.833	0.656	0.954	0.890	0.981	12	0.781	0.722	0.954	0.902	0.983
13	0.810	0.663	0.935	0.858	0.980	13	0.805	0.665	0.938	0.855	0.977
14	0.812	0.621	0.933	0.901	0.982	14	0.800	0.661	0.920	0.871	0.989
15	0.816	0.644	0.938	0.861	0.974	15	0.812	0.704	0.943	0.885	0.983
16	0.825	0.643	0.929	0.886	0.972	16	0.835	0.665	0.928	0.885	0.961
17	0.831	0.725	0.955	0.882	0.977	17	0.797	0.720	0.940	0.890	0.968
18	0.802	0.634	0.937	0.859	0.984	18	0.800	0.665	0.947	0.888	0.978
19	0.785	0.643	0.929	0.850	0.979	19	0.831	0.669	0.943	0.876	0.974
20	0.824	0.657	0.936	0.896	0.975	20	0.800	0.668	0.942	0.858	0.988
21	0.799	0.699	0.946	0.895	0.968	21	0.788	0.632	0.936	0.895	0.981
22	0.830	0.620	0.935	0.875	0.980	22	0.810	0.618	0.929	0.864	0.976
Subject 3						Subject 4
Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN	Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN
1	0.797	0.71	0.941	0.883	0.979	1	0.830	0.659	80.936	0.858	0.975
2	0.795	0.701	0.956	0.901	0.986	2	0.808	0.634	0.925	0.854	0.974
3	0.833	0.639	0.947	0.874	0.963	3	0.805	0.684	0.937	0.893	0.979
4	0.806	0.681	0.946	0.878	0.973	4	0.810	0.667	0.954	0.868	0.982
5	0.828	0.658	0.956	0.900	0.968	5	0.788	0.726	0.933	0.890	0.969
6	0.785	0.612	0.949	0.909	0.989	6	0.788	0.731	0.925	0.889	0.963
7	0.831	0.603	0.943	0.881	0.978	7	0.832	0.715	0.942	0.882	0.984
8	0.781	0.669	0.956	0.906	0.967	8	0.816	0.699	0.953	0.893	0.971
9	0.833	0.639	0.922	0.894	0.964	9	0.796	0.704	0.933	0.880	0.982
10	0.834	0.648	0.930	0.884	0.976	10	0.832	0.726	0.922	0.879	0.965
11	0.811	0.640	0.957	0.908	0.984	11	0.783	0.609	0.925	0.880	0.963
12	0.787	0.624	0.949	0.899	0.984	12	0.807	0.647	0.923	0.906	0.986
13	0.79	0.656	0.938	0.908	0.984	13	0.823	0.601	0.948	0.873	0.985
14	0.822	0.698	0.946	0.889	0.966	14	0.800	0.716	0.937	0.857	0.989
15	0.829	0.629	0.936	0.873	0.976	15	0.804	0.671	0.945	0.864	0.985
16	0.782	0.693	0.934	0.879	0.985	16	0.812	0.651	0.947	0.891	0.961
17	0.825	0.662	0.928	0.905	0.964	17	0.834	0.632	0.942	0.900	0.976
18	0.837	0.661	0.935	0.851	0.985	18	0.827	0.675	0.944	0.908	0.989
19	0.8	0.625	0.921	0.859	0.986	19	0.784	0.641	0.953	0.863	0.975
20	0.818	0.627	0.938	0.878	0.966	20	0.797	0.610	0.945	0.896	0.985
21	0.8	0.686	0.933	0.883	0.962	21	0.803	0.612	0.953	0.885	0.962
22	0.792	0.638	0.957	0.854	0.974	22	0.832	0.610	0.938	0.874	0.989
Subject 5						Subject 6
Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN	Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN
1	0.835	0.674	0.925	0.871	0.974	1	0.787	0.626	0.944	0.880	0.985
2	0.814	0.716	0.956	0.909	0.968	2	0.803	0.674	0.958	0.851	0.978
3	0.806	0.672	0.957	0.855	0.977	3	0.829	0.650	0.940	0.853	0.966
4	0.800	0.677	0.921	0.865	0.967	4	0.795	0.644	0.958	0.858	0.975
5	0.823	0.630	0.939	0.899	0.969	5	0.833	0.702	0.929	0.904	0.962
6	0.781	0.682	0.953	0.855	0.986	6	0.823	0.672	0.935	0.878	0.985
7	0.802	0.620	0.929	0.882	0.986	7	0.803	0.711	0.946	0.884	0.973
8	0.835	0.607	0.952	0.898	0.983	8	0.795	0.629	0.922	0.880	0.976
9	0.813	0.696	0.951	0.894	0.987	9	0.795	0.695	0.948	0.854	0.976
10	0.808	0.685	0.944	0.859	0.965	10	0.826	0.607	0.936	0.904	0.980
11	0.810	0.631	0.920	0.876	0.975	11	0.783	0.712	0.951	0.867	0.971
12	0.799	0.657	0.934	0.871	0.978	12	0.821	0.695	0.934	0.866	0.962
13	0.837	0.688	0.954	0.879	0.986	13	0.817	0.732	0.932	0.886	0.973
14	0.839	0.678	0.946	0.885	0.979	14	0.825	0.613	0.957	0.879	0.961
15	0.811	0.618	0.934	0.859	0.971	15	0.839	0.727	0.947	0.872	0.981
16	0.840	0.624	0.944	0.904	0.981	16	0.803	0.671	0.936	0.889	0.961
17	0.807	0.600	0.929	0.888	0.984	17	0.796	0.686	0.924	0.906	0.988
18	0.806	0.659	0.942	0.860	0.977	18	0.833	0.644	0.948	0.887	0.982
19	0.793	0.668	0.957	0.884	0.962	19	0.828	0.611	0.944	0.867	0.987
20	0.792	0.622	0.952	0.906	0.987	20	0.808	0.719	0.923	0.862	0.975
21	0.830	0.693	0.931	0.897	0.962	21	0.830	0.693	0.931	0.897	0.962
22	0.824	0.603	0.946	0.891	0.975	22	0.824	0.603	0.946	0.891	0.975
Subject 7						Subject 8
Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN	Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN
1	0.826	0.641	0.926	0.862	0.967	1	0.810	0.624	0.948	0.887	0.970
2	0.840	0.639	0.956	0.863	0.976	2	0.781	0.677	0.955	0.870	0.966
3	0.801	0.601	0.941	0.909	0.978	3	0.839	0.738	0.939	0.870	0.965
4	0.825	0.652	0.930	0.886	0.969	4	0.810	0.684	0.950	0.884	0.983
5	0.787	0.661	0.942	0.868	0.983	5	0.799	0.712	0.937	0.901	0.971
6	0.816	0.643	0.955	0.908	0.983	6	0.790	0.733	0.952	0.861	0.961
7	0.806	0.641	0.954	0.904	0.983	7	0.817	0.723	0.934	0.890	0.970
8	0.824	0.634	0.938	0.861	0.970	8	0.814	0.624	0.948	0.904	0.982
9	0.796	0.731	0.937	0.850	0.962	9	0.825	0.605	0.9571	0.861	0.964
10	0.786	0.720	0.932	0.893	0.981	10	0.789	0.666	0.939	0.869	0.986
11	0.807	0.656	0.922	0.902	0.989	11	0.801	0.603	0.936	0.879	0.969
12	0.818	0.667	0.949	0.857	0.965	12	0.784	0.662	0.927	0.903	0.969
13	0.788	0.679	0.925	0.852	0.963	13	0.834	0.737	0.932	0.880	0.965
14	0.807	0.669	0.934	0.886	0.986	14	0.807	0.635	0.924	0.866	0.982
15	0.819	0.638	0.935	0.886	0.974	15	0.791	0.651	0.934	0.882	0.962
16	0.830	0.739	0.954	0.881	0.985	16	0.786	0.664	0.932	0.884	0.987
17	0.798	0.626	0.921	0.850	0.983	17	0.821	0.716	0.933	0.874	0.964
18	0.804	0.721	0.952	0.891	0.965	18	0.804	0.715	0.951	0.850	0.968
19	0.833	0.605	0.931	0.907	0.967	19	0.817	0.663	0.940	0.892	0.979
20	0.822	0.646	0.930	0.902	0.962	20	0.835	0.653	0.939	0.880	0.964
21	0.795	0.705	0.939	0.857	0.978	21	0.827	0.729	0.949	0.872	0.974
22	0.826	0.690	0.948	0.871	0.983	22	0.829	0.703	0.924	0.853	0.980
Subject 9
Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN	Electrodes	PSO-DCN [8]	GWO-DCN [7]	DPE-EWA-DCN [38]	EFO-DCN [11]	DS-EFO-DCN
1	0.835	0.609	0.948	0.888	0.973	12	0.808	0.680	0.928	0.865	0.980
2	0.823	0.735	0.951	0.871	0.987	13	0.798	0.732	0.935	0.884	0.980
3	0.824	0.613	0.955	0.874	0.979	14	0.821	0.722	0.930	0.902	0.960
4	0.804	0.676	0.932	0.872	0.970	15	0.839	0.671	0.951	0.853	0.970
5	0.794	0.656	0.950	0.878	0.970	16	0.824	0.710	0.957	0.876	0.986
6	0.811	0.614	0.940	0.880	0.967	17	0.829	0.666	0.944	0.855	0.969
7	0.793	0.701	0.937	0.904	0.987	18	0.822	0.716	0.946	0.883	0.977
8	0.830	0.685	0.951	0.862	0.968	19	0.815	0.645	0.955	0.882	0.968
9	0.819	0.709	0.956	0.870	0.964	20	0.825	0.736	0.946	0.896	0.963
10	0.828	0.679	0.922	0.884	0.970	21	0.809	0.638	0.941	0.863	0.971
11	0.827	0.713	0.946	0.879	0.981	22	0.831	0.610	0.934	0.885	0.983