EEG emotion recognition based on the TimesNet fusion model

• Published in: Applied soft computing Vol. 159; p. 111635
• Main Authors: Han, Luyao, Zhang, Xiangliang, Yin, Jibin
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.07.2024
• Subjects: Convolutional neural networks; Differential entropy; EEG; Emotion recognition; TimesNet; Emotion recognition; TimesNet; Convolutional neural networks; EEG; Differential entropy

In recent years, emotion recognition based on electroencephalogram (EEG) has become an important research field. This paper proposes an innovative multi-scale emotion recognition method (MS-ERM), which is based on a deep learning model. First, we divide the EEG signal into time windows of 0.5 s in d...