Multi-source domain transfer network based on subdomain adaptation and minimum class confusion for EEG emotion recognition

• Published in: Computer methods in biomechanics and biomedical engineering pp. 1 - 13
• Main Authors: Zhu, Lei, Xu, Mengxuan, Huang, Aiai, Zhang, Jianhai, Tan, Xufei
• Format: Journal Article
• Language: English
• Published: England 21.10.2024
• Subjects: electroencephalography (EEG); brain computer interface; Emotion recognition; transfer learning; domain adaptation

Electroencephalogram (EEG) signals, which objectively reflect the state of the brain, are widely favored in emotion recognition research. However, the presence of cross-session and cross-subject variation in EEG signals has hindered the practical implementation of EEG-based emotion recognition techn...