Eye State Identification Utilizing EEG Signals: A Combined Method Using Self-Organizing Map and Deep Belief Network

Table 3

SOM results for clustering centroids.

Eye state sensors	Cluster 1	Cluster 2	Cluster 3	Cluster 4	Cluster 5	Cluster 6	Cluster 7	Cluster 8
AF3	4243.8719	4295.3209	4386.2186	4379.6567	4278.3636	4291.9406	4299.0425	4320.0328
F7	4013.5468	4024.8145	4056.3058	4064.8984	3987.7707	3997.5106	4001.1409	4016.3914
F3	4235.4253	4261.0968	4286.5700	4339.5229	4249.2597	4260.4897	4263.4198	4279.3640
FC5	4116.6737	4128.1807	4147.0586	4185.3431	4107.3048	4115.8615	4116.6637	4132.5507
T7	4337.8954	4342.4827	4339.3553	4404.2825	4330.6156	4335.5588	4341.6057	4357.2475
P7	4615.2668	4617.1434	4610.6647	4688.1946	4609.9107	4615.5932	4622.7345	4635.1306
O1	4065.1881	4072.8251	4068.0164	4133.8071	4058.3652	4060.7207	4082.7043	4093.4838
O2	4601.2166	4604.8113	4602.8199	4675.0848	4606.0048	4614.8568	4623.0688	4635.4734
P8	4181.4234	4192.1578	4193.0111	4259.2839	4189.9884	4200.5454	4209.6408	4218.5458
T8	4200.7302	4221.4139	4232.2389	4295.7427	4218.8728	4230.8032	4238.095	4249.6212
FC6	4160.6154	4191.2286	4219.2083	4272.5564	4188.3893	4198.9242	4208.1400	4224.8962
F4	4245.8128	4271.7215	4301.1037	4342.3935	4264.8705	4275.3743	4283.4439	4296.0664
F8	4539.3441	4594.0000	4645.7049	4681.3449	4590.2559	4601.7346	4611.0454	4633.0713
AF4	4290.6443	4350.2139	4437.3633	4439.0828	4339.9896	4354.0595	4363.6896	4383.1552