A novel multi-source contrastive learning approach for robust cross-subject emotion recognition in EEG data

• Published in: Biomedical signal processing and control Vol. 97; p. 106716
• Main Authors: Deng, Xin, Li, Chenhui, Hong, Xinyi, Huo, Huaxiang, Qin, Hongxing
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.11.2024
• Subjects: Brain–computer interface; Contrastive learning; Domain adaptation; Electroencephalograph(EEG); Emotion recognition; Domain adaptation; Emotion recognition; Electroencephalograph(EEG); Brain–computer interface; Contrastive learning
• ISSN: 1746-8094
• DOI: 10.1016/j.bspc.2024.106716

Emotion Brain Computer Interface (BCI) based on Electroencephalography (EEG) is a significant branch in the field of affective computing. However, the variability in emotional feedback among subjects facing the same emotional stimuli and the potential presence of noisy labels in the data significant...