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

Table 4

Clusters information.

Eye state sensors	Cluster 1		Cluster 2		Cluster 3		Cluster 4		Cluster 5		Cluster 6		Cluster 7		Cluster 8
	Mean	Count	Mean	Count	Mean	Count	Mean	Count	Mean	Count	Mean	Count	Mean	Count	Mean	Count
AF3	4243.87	771	4295.32	2143	4386.22	1109	4379.66	487	4278.36	2774	4291.94	3160	4299.04	3133	4320.03	1399
F7	4013.55		4024.81		4056.31		4064.90		3987.77		3997.51		4001.14		4016.39
F3	4235.43		4261.10		4286.57		4339.52		4249.26		4260.49		4263.42		4279.36
FC5	4116.67		4128.18		4147.06		4185.34		4107.30		4115.86		4116.66		4132.55
T7	4337.90		4342.48		4339.36		4404.28		4330.62		4335.56		4341.61		4357.25
P7	4615.27		4617.14		4610.66		4688.19		4609.91		4615.59		4622.73		4635.13
O1	4065.19		4072.83		4068.02		4133.81		4058.37		4060.72		4082.70		4093.48
P8	4181.4		4192.2		4193.00		4259.30		4190.0		4200.50		4209.6		4218.50
T8	4200.73		4221.41		4232.24		4295.74		4218.87		4230.80		4238.10		4249.62
FC6	4160.62		4191.23		4219.21		4272.56		4188.39		4198.92		4208.14		4224.90
F4	4245.81		4271.72		4301.10		4342.39		4264.87		4275.37		4283.44		4296.07
F8	4539.34		4594.00		4645.70		4681.34		4590.26		4601.73		4611.05		4633.07
AF4	4290.64		4350.21		4437.36		4439.08		4339.99		4354.06		4363.69		4383.16