Dual filtration subdomain adaptation network for cross-subject EEG emotion recognition

• Published in: Neurocomputing (Amsterdam) Vol. 639; p. 130254
• Main Authors: She, Qingshan, Li, Yipeng, Chen, Yun, Meng, Ming, Liu, Su, Zhang, Yingchun
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 28.07.2025
• Subjects: Cross-subject; Electroencephalogram (EEG); Emotion recognition; Subdomain adaptation; Emotion recognition; Electroencephalogram (EEG); Cross-subject; Subdomain adaptation

Emotion recognition based on electroencephalogram (EEG) data holds pivotal importance for advancing affective brain-computer interfaces. However, in cross-subject emotion recognition scenarios, negative transfer is likely to happen due to EEG’s individual differences and inherent temporal variabilit...