Multisubject learning for common spatial patterns in motor-imagery BCI

Computational Intelligence and Neuroscience

Volumn 2011, Issue , 2011, Pages

  Devlaminck, Dieter ^a   Wyns, Bart ^a   Grosse Wentrup, Moritz ^b   Otte, Georges ^c   Santens, Patrick ^d  

^a GHENT UNIVERSITY   (Belgium)

^b MAX PLANCK INSTITUTE FOR BIOLOGICAL CYBERNETICS   (Germany)

^c Psychiatric Centre Dr Guislain   (Belgium)

^d GHENT UNIVERSITY HOSPITAL   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

CALIBRATION DATA; COMMON SPATIAL PATTERNS; DATA SETS; FEATURE EXTRACTION AND CLASSIFICATION; MACHINE LEARNING TECHNIQUES; PRE-PROCESSING STEP; PREPROCESSING PHASE; SPATIAL FILTERS; SUBJECT-SPECIFIC; SUPERVISED ALGORITHM; TRAINING DATA; TRAINING TRIALS;

ALGORITHMS; CALIBRATION; FEATURE EXTRACTION; INTERFACES (COMPUTER);

BRAIN COMPUTER INTERFACE;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; COMPUTER INTERFACE; HUMAN; IMAGINATION; MOTOR ACTIVITY; PHYSIOLOGY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; HUMANS; IMAGINATION; MOTOR ACTIVITY; USER-COMPUTER INTERFACE;

EID: 84855165937     PISSN: 16875265     EISSN: 16875273     Source Type: Journal    
DOI: 10.1155/2011/217987     Document Type: Article

References (17)

1. Farwell L. A., Donchin E., Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials Electroencephalography and Clinical Neurophysiology 1988 70 6 510 523
2. Kelly S. P., Lalor E. C., Reilly R. B., Foxe J. J., Visual spatial attention tracking using high-density SSVEP data for independent brain-computer communication IEEE Transactions on Neural Systems and Rehabilitation Engineering 2005 13 2 172 178 (Pubitemid 41017704)
3. Pfurtscheller G., Lopes Da Silva F. H., Event-related EEG/MEG synchronization and desynchronization: basic principles Clinical Neurophysiology 1999 110 11 1842 1857 (Pubitemid 29454610)
4. Koles Z. J., The quantitative extraction and topographic mapping of the abnormal components in the clinical EEG Electroencephalography and Clinical Neurophysiology 1991 79 6 440 447
5. Mller-Gerking J., Pfurtscheller G., Flyvbjerg H., Designing optimal spatial filters for single-trial EEG classification in a movement task Clinical Neurophysiology 1999 110 5 787 798 (Pubitemid 29281678)
6. Ramoser H., Mller-Gerking J., Pfurtscheller G., Optimal spatial filtering of single trial EEG during imagined hand movement IEEE Transactions on Rehabilitation Engineering 2000 8 4 441 446 (Pubitemid 32178931)
7. Dornhege G., Blankertz B., Krauledat M., Losch F., Curio G., Mller K., Optimizing spatio-temporal filters for improving Brain-Computer Interfacing 18 Advances in Neural Information Processing Systems 2006 Vancouver, Canada 315 322
8. Blankertz B., Kawanabe M., Tomioka R., Hohlefeld F., Nikulin V., Mller K., Invariant common spatial patterns: alleviating nonstationarities in brain-computer interfacing 20 Advances in Neural Information Processing Systems 2008 Vancouver, Canada 113 120
9. Krauledat M., Schroder M., Blankertz B., Mller K., Reducing calibration time for brain-computer interfaces: a clustering approach Advances in Neural Information Processing Systems 2006 Vancouver, Canada
10. Evgeniou T., Micchelli C. A., Pontil M., Learning multiple tasks with kernel methods Journal of Machine Learning Research 2005 6 615 637
11. Kato T., Kashima H., Sugiyama M., Asai K., Multi-task learning via conic programming 20 Advances in Neural Information Processing Systems 2008 Vancouver, Canada 737 744
12. Alamgir M., Grosse-Wentrup M., Altun Y., Multitask learning for brain-computer interfaces Proceedings of the 13th International Conference on Artificial Intelligence and Statistics 2010 Sardinia, Italy 17 24
13. Dornhege G., Blankertz B., Curio G., Mller K. R., Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms IEEE Transactions on Biomedical Engineering 2004 51 6 993 1002 (Pubitemid 38661454)
14. Chan E. Y., Ching W. K., Ng M. K., Huang J. Z., An optimization algorithm for clustering using weighted dissimilarity measures Pattern Recognition 2004 37 5 943 952 (Pubitemid 38473837)
15. Shen P. P., Duan Y. P., Pei Y. G., A simplicial branch and duality bound algorithm for the sum of convex-convex ratios problem Journal of Computational and Applied Mathematics 2009 223 1 145 158
16. Lotte F., Guan C., Learning from other subjects helps reducing brain-computer interface calibration time the 35th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010 March 2010 Dallas, Tex, USA 614 617
17. Bishop C., Pattern Recognition and Machine Learning 2008 Berlin, Germany Springer