Relation Learning Using Temporal Episodes for Motor Imagery Brain-Computer Interfaces

• Main Authors: Xiuyu Huang (Author), Shuang Liang (Author), Yuanpeng Zhang (Author), Nan Zhou (Author), Witold Pedrycz (Author), Kup-Sze Choi (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

For practical motor imagery (MI) brain-computer interface (BCI) applications, generating a reliable model for a target subject with few MI trials is important since the data collection process is labour-intensive and expensive. In this paper, we address this issue by proposing a few-shot learning me...