ACCNet: Adaptive cross-frequency coupling graph attention for EEG emotion recognition

• Published in: Neural networks Vol. 191; p. 107853
• Main Authors: Tian, Dongyuan, Wang, Yucheng, Gong, Peiliang, Xu, Zhewen, Chen, Zhenghua, Wei, Xiaohui, Wu, Min
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.11.2025
• Subjects: Cross-frequency coupling; Electroencephalography (EEG); Emotion recognition; Graph neural networks (GNNs); Emotion recognition; Cross-frequency coupling; Electroencephalography (EEG); Graph neural networks (GNNs)

EEG-based emotion recognition has emerged as a powerful approach for personalised affective computing, providing objective neural measurements for individual emotional monitoring. While Graph Neural Networks have demonstrated exceptional capability in modelling spatial relationships among EEG channe...