Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms - Lotte, Fabien; Guan, Cuntai (IEEE transactions on biomedical engineering, 2011)
Keywords: Algorithm design and analysis; Algorithms; Applied sciences; Artificial Intelligence; Biological and medical sciences; Biotechnology; Brain-computer interfaces (BCI); common spatial patterns (CSP); Computer Science; Computer science; control theory; systems; Computer systems and distributed systems. User interface; Computerized, statistical medical data processing and models in biomedicine; Covariance matrix; Eigenvalues and eigenfunctions; Electrodes; Electrodiagnosis. Electric activity recording; Electroencephalography; electroencephalography (EEG); Electroencephalography - methods; Engineering Sciences; Exact sciences and technology; Humans; Investigative techniques, diagnostic techniques (general aspects); Life Sciences; Man-Machine Systems; Medical management aid. Diagnosis aid; Medical sciences; Models, Neurological; Nervous system; Noise; Pattern Recognition, Automated - methods; Regression Analysis; regularization; Signal and Image Processing; Signal Processing, Computer-Assisted; Software; subject-to-subject transfer; Training; User-Computer Interface; Human; regularization; Theoretical study; Man machine dialogue; Brain-computer interfaces (BCI); Electroencephalography; common spatial patterns (CSP); Pattern recognition; Algorithm; Design; Brain-computer interface; electroencephalography (EEG); Electrodiagnosis; User interface; subject-to-subject transfer; Signal processing; Biomedical engineering