An Auxiliary Synthesis Framework for Enhancing EEG-Based Classification With Limited Data

• Main Authors: Sui Liang (Author), Shaolong Kuang (Author), Deheng Wang (Author), Zhaohua Yuan (Author), Hongmiao Zhang (Author), Lining Sun (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

While deep learning algorithms significantly improves the decoding performance of brain-computer interface (BCI) based on electroencephalogram (EEG) signals, the performance relies on a large number of high-resolution data for training. However, collecting sufficient usable EEG data is difficult due...