Manifold Embedded Domain Adaptation for Motor Imagery EEG Decoding

• Published in: IAENG international journal of computer science Vol. 51; no. 8; p. 985
• Main Authors: Jiang, Qin, Zhang, Yi, Wang, Wei, Huang, Qian
• Format: Journal Article
• Language: English
• Published: Hong Kong International Association of Engineers 01.08.2024
• Subjects: Adaptation; Algorithms; Calibration; Datasets; Decoding; Embedding; Human-computer interface; Imagery; Manifolds (mathematics); Riemann manifold; Spatial filtering

Training a robust classifier for a motor imagery-based brain-computer interface (MI-BCI) system typically requires a substantial amount of time to collect calibration data, which can be a burdensome task for participants. To enhance the classifier performance while reducing the effort during the tra...