Sparse Bayesian correntropy learning for robust muscle activity reconstruction from noisy brain recordings

Yuanhao Li, Badong Chen, Natsue Yoshimura, Yasuharu Koike, Okito Yamashita

Abstract: Highlights•Maximum correntropy criterion is explained by the Bayesian scheme for the first time.•MCR-ARD is proposed to realize robust sparse Bayesian regression.•MCR-ARD improves the robustness of sparse Bayesian regression for brain decoding.•Sparse Bayesian correntropy learning is a powerful tool for brain-computer interface.