Sonia L Rubens, Spencer C Evans, Stephen P Becker, Paula J Fite, Andrea M Tountas
Self-Reported Time in Bed and Sleep Quality in Association with Internalizing and Externalizing Symptoms in School-Age Youth
Child psychiatry and human development
reduce motor imagery braincomputer interface mibci illiteracy phenomenon improve classification accuracy paper proposed novel method combining paradigm selection riemann distance classification firstly novel sensitivitybased paradigm selection sps algorithm designed optimization classification find best classification pattern sensitive indicator generalized riemann minimum distance mean grmdm classifier proposed introducing weight factor fuse logeuclidean metric classifier riemannian stein divergence classifier experimental results show proposed method achieves better performance multiclass motor imagery tasks average classification accuracy bci competition iv dataset2a 8098 1104 higher stein divergence classifier original twoclass paradigm furthermore proposed method demonstrates capacity reducing mibci illiteracy graphical abstract investigate whether bci illiteracy phenomenon reduced sensitivitybased paradigm selection sps method generalized riemann minimum distance mean grmdm classifier performing motor imagery tasks