Multi-layer transfer learning algorithm based on improved common spatial pattern for brain–computer interfaces

• Published in: Journal of neuroscience methods Vol. 415; p. 110332
• Main Authors: Cai, Zhuo, Gao, Yunyuan, Fang, Feng, Zhang, Yingchun, Du, Shunlan
• Format: Journal Article
• Language: English
• Published: Netherlands Elsevier B.V 01.03.2025
• Subjects: Adult; Algorithms; Brain - physiology; Brain-Computer Interfaces; Common spatial patterns; EEG; Electroencephalography - methods; Female; Humans; Imagination - physiology; Male; Multiple source domains; Transfer learning; Transfer, Psychology - physiology; Young Adult; Multiple source domains; Transfer learning; EEG; Common spatial patterns

In the application of brain–computer interface, the differences in imaging methods and brain structure between subjects hinder the effectiveness of decoding algorithms when applied on different subjects. Transfer learning has been designed to solve this problem. There have been many applications of...