Manifold Trial Selection to Reduce Negative Transfer in Motor Imagery-based Brain–Computer Interface
Zilin Liang,Zheng Zheng,Weihai Chen,Jianhua Wang,Jianbin Zhang,Jianer Chen,Zuobing Chen,Zilin Liang,Zheng Zheng,Weihai Chen,Jianhua Wang,Jianbin Zhang,Jianer Chen,Zuobing Chen
A major challenge in electroencephalogram (EEG) signal classification is that the EEG signals recorded from different subjects are drawn from different distributions. When the unlabeled EEG data of the new subject arrive, called target domain, classifying them with a classifier trained on prerecorded EEG data of other subjects, called source domain, will greatly decrease the classification accurac...