SincNet-Based Hybrid Neural Network for Motor Imagery EEG Decoding

• Main Authors: Chang Liu (Author), Jing Jin (Author), Ian Daly (Author), Shurui Li (Author), Hao Sun (Author), Yitao Huang (Author), Xingyu Wang (Author), Andrzej Cichocki (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

It is difficult to identify optimal cut-off frequencies for filters used with the common spatial pattern (CSP) method in motor imagery (MI)-based brain-computer interfaces (BCIs). Most current studies choose filter cut-frequencies based on experience or intuition, resulting in sub-optimal use of MI-...