Research Article

DE-CNN: An Improved Identity Recognition Algorithm Based on the Emotional Electroencephalography

Table 6

Results of identification based on the four EEG bands.

Rank-14-7 Hz8–14 Hz14–31 Hz32–40 Hz4–40 Hz

CNN + LSTM0.9860.9590.9970.9780.993
DE-CNN0.8640.9720.9980.9940.996