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

Table 6

Network architectures.

Method	Network name	Accuracy (%)
SOM + DBN	DBN A	87.40
SOM + DBN	DBN B	94.70
SOM + DBN	DBN C	95.20
Linear SVM	—	82.90
Gaussian Naïve Bayes	—	76.00
Decision Trees	—	80.70