Speeding up classification of multi-channel brain-computer interfaces: common spatial patterns for slow cortical potentials

International IEEE/EMBS Conference on Neural Engineering, NER

Volumn 2003-January, Issue , 2003, Pages 595-598

  Dornhege, Guido ^a   Blankertz, Benjamin ^a   Curio, Gabriel ^b  

^a FRAUNHOFER FIRST   (Germany)

^b FREIE UNIVERSITÄT BERLIN   (Germany)

Author keywords

Brain computer interfaces; Communication effectiveness; Communication system control; Computer interfaces; Electroencephalography; Humans; Machine learning; Neuromuscular; Rhythm; Scalp

Indexed keywords

ARTIFICIAL INTELLIGENCE; BIOMEDICAL SIGNAL PROCESSING; BRAIN; COMPUTER CONTROL SYSTEMS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; INTERFACES (COMPUTER); LEARNING SYSTEMS; LOW PASS FILTERS; SIGNAL PROCESSING;

COMMUNICATION EFFECTIVENESS; COMMUNICATION SYSTEM CONTROL; HUMANS; NEUROMUSCULAR; RHYTHM; SCALP;

BRAIN COMPUTER INTERFACE;

EID: 84876462209     PISSN: 19483546     EISSN: 19483554     Source Type: Conference Proceeding    
DOI: 10.1109/CNE.2003.1196898     Document Type: Conference Paper

References (9)

1. B. Blankertz, G. Curio, and K.-R. Müller, "Classifying Single Trial EEG: Towards Brain Computer Interfacing", in: T. G. Diettrich, S. Becker, and Z. Ghahramani, eds., Advances in Neural Inf. Proc. Systems (NIPS 01), vol. 14, 157-164, 2002.
2. H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement", IEEE Trans. Rehab. Eng., 8(4): 441-446,2000.
3. J. R. Wolpaw, N. Birbaumer, W. J. Heetderks, D. J. McFarland, P. H. Peckham, G. Schalk, E. Donchin, L. A. Quatrano, C. J. Robinson, and T. M. Vaughan, "Brain-Computer Interface Technology: A review of the First International Meeting", IEEE Trans. Rehab. Eng., 8(2): 164-173, 2000.
4. Z. J. Koles and A. C. K. Soong, "EEG source localization: implementing the spatio-temporal decomposition approach," Electroencephalogr. Clin. Neurophysiol., 107: 343-352, 1998.
5. R. Q. Cui, D. Huter. W. Lang, and L. Deecke, "Neuroimage of voluntary movement: topography of the Bereitschaftspotential, a 64-channel DC current source density study", Neuroimage, 9(1): 124-134, 1999.
6. J. Knuutila and M. H. et al., "Characterization of brain noise using a high sensitivity 7-channel magnetometer", Proc. 6th Inst. Conf. Biomag., 186-189, 1987.
7. L. Parra, C. Alvino, A. C. Tang, B. A. Pearlmutter, N. Yeung, A. Osman, and P. Sajda, "Linear spatial integration for single trial detection in encephalography", NeuroImage, 2002, to appear.
8. K.-R. Müller, C. W. Anderson, and G. E. Birch, "Linear and Non-Linear Methods for Brain-Computer Interfaces", IEEE Trans. Neural Sys. Rehab. Eng., 2003, submitted.
9. J. H. Friedman, "Regularized Discriminant Analysis", J. Amer. Statist. Asoc., 84(405): 165-175, 1989.