Table 1 The details of the DEAP dataset
From: EEG emotion recognition based on differential entropy feature matrix through 2D-CNN-LSTM network
Attribute | Description |
|---|---|
Subject | 32 (16 males and females) |
Stimulant | 40 one-minute videos |
Trials of each subject | 40 times |
Length of each trial | 63Â s (3-s pre-trial and 60 trial) |
Recorded EEG signals | 32 electrode positions |
Rating scales | Arousal, valence, dominance, and liking |
EEG data | Array shape 40 \(\times\) 32 \(\times\) 8064 (trial \(\times\) channel \(\times\) data) |
Labels | Array shape 40 \(\times\) 4 (trial \(\times\) label) |