MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition

• Published in: Knowledge-based systems Vol. 305; p. 112599
• Main Authors: Liu, Shuaiqi, Wang, Xinrui, Jiang, Mingqi, An, Yanling, Gu, Zhihui, Li, Bing, Zhang, Yudong
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 03.12.2024
• Subjects: Attention mechanism; EEG emotion recognition; Graph-attention networks; Multibranch feature extraction; Spearman coefficients; Spearman coefficients; Attention mechanism; Multibranch feature extraction; EEG emotion recognition; Graph-attention networks

In recent years, with the rise of deep learning technologies, EEG-based emotion recognition has garnered significant attention. However, most existing methods tend to focus on the spatiotemporal information of EEG signals while overlooking the potential topological information of brain regions. To a...