Research Article

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

Table 8

Rank-1 of cross-emotion verification on identity recognition.

CNN + LSTMDE + CNN
Rank0–75hz15–32hz0–75hz15–32hz

Neu-pos0830.950.9150.83
Neg-pos0.830.910.8830.81
Pos-neu0.890.840.910.914
Neg-neu0.920.950.9520.948
Pos-neg0.860.780.8970.845
Neu-neg0.9060.930.9690.973