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Table 4 Two-dimensional-CNN-LSTM performance in different time windows (%)

From: EEG emotion recognition based on differential entropy feature matrix through 2D-CNN-LSTM network

N

Valence

Arousal

0.2

87.23 ± 1.52

85.11 ± 2.7

0.8

85.43 ± 2.36

86.32 ± 4.3

1.0

88.11 ± 1.2

87.97 ± 2.3

0.5

91.9 ± 0.43

92.3 ± 0.6