... To address this challenge, this study proposes a novel Transfer Riemannian Space-based Sparse Coding (TRSSC) method upon transfer learning theory to establish an efficient cross-subject MI classification process. The TRSSC method first computes the covariance centroid matrices of EEG/MEG samples and aligns...