Table 2.

Classification accuracies on each frequency band and their combination.

Frequency Bands	Arousal	Valence	Four-Class
Theta	74.10	71.74	59.19
Alpha	74.72	71.71	58.94
Beta	84.52	84.70	76.25
Gamma	87.39	86.91	81.10
Raw	89.92	89.24	84.48
Beta-Gamma	94.28	94.00	93.04
All	98.27	98.36	98.38