Comprehensive common spatial patterns with temporal structure information of EEG data : minimizing nontask related EEG component

• Main Authors: Wang, Haixian, Xu, Dong
• Other Authors: School of Computer Engineering
• Format: Article
• Language: English
• Published: 2013
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/95913; http://hdl.handle.net/10220/11253
• Institution: Nanyang Technological University

In the context of electroencephalogram (EEG)-based brain-computer interfaces (BCI), common spatial patterns (CSP) is widely used for spatially filtering multichannel EEG signals. CSP is a supervised learning technique depending on only labeled trials. Its generalization performance deteriorates due...