Combined optimization of spatial and temporal filters for improving brain-computer interfacing

IEEE Transactions on Biomedical Engineering

Volumn 53, Issue 11, 2006, Pages 2274-2281

  Dornhege, Guido ^a   Blankertz, Benjamin ^a   Krauledat, Matthias ^a,b   Losch, Florian ^c   Curio, Gabriel ^c   Müller, Klaus Robert ^a,b  

^a FRAUNHOFER FIRST   (Germany)

^b UNIVERSITY OF POTSDAM   (Germany)

^c CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

Author keywords

Brain computer interface; Common spatial patterns; EEG; Event related desynchronization; Single trial analysis

Indexed keywords

ALGORITHMS; BRAIN; CLASSIFICATION (OF INFORMATION); HUMAN COMPUTER INTERACTION; INTERFACES (COMPUTER); OPTIMIZATION; PATIENT TREATMENT;

BRAIN-COMPUTER INTERFACE; COMMON SPATIAL PATTERNS; EVENT-RELATED DESYNCHRONIZATION; SINGLE-TRIAL-ANALYSIS;

COMMUNICATION CHANNELS (INFORMATION THEORY);

ALGORITHM; ARTICLE; BRAIN COMPUTER INTERFACE; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY; FILTER; MEDICAL TECHNOLOGY; MOTOR ACTIVITY; NEUROPHYSIOLOGY; SPATIAL ORIENTATION;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MAN-MACHINE SYSTEMS; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; USER-COMPUTER INTERFACE;

EID: 33746833141     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2006.883649     Document Type: Article

References (30)

1. G. Dornhege, B. Blankertz, M. Krauledat, F. Losch, G. Curio, and K.-R. Müller, "Optimizing spatio-temporal filters for improving brain-computer interfacing," in Proc. Advances in Neural Information Processing Systems (NIPS 05), 2006, vol. 18, pp. 315-322.
2. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clin. Neurophysiol., vol. 113, pp. 767-791, 2002.
3. E. A. Curran and M. J. Stokes, "Learning to control brain activity: A review of the production and control of EEG components for driving brain-computer interface (BCI) systems," Brain Cogn., vol. 51, pp. 326-336, 2003.
4. A. Kübler, B. Kotchoubey, J. Kaiser, J. Wolpaw, and N. Birbaumer, "Brain-computer communication: Unlocking the locked in," Psychol. Bull., vol. 127, no. 3, pp. 358-375, 2001.
5. N. Birbaumer, N. Ghanayim, T. Hinterberger, I. Iversen, B. Kotchoubey, A. Kübler, J. Perelmouter, E. Taub, and H. Flor, "A spelling device for the paralysed," Nature, vol. 398, pp. 297-298, 1999.
6. G. Pfurtscheller, C. Neuper, C. Guger, W. Harkam, R. Ramoser, A. Schlögl, B. Obermaier, and M. Pregenzer, "Current trends in Graz brain-computer interface (BCI)," IEEE Trans. Rehabil. Eng., vol. 8, no. 2, pp. 216-219, Jun 2000.
7. B. Blankertz, G. Curio, and K.-R. Müller, "Classifying single trial EEG: Towards brain computer interfacing," in Proc. Advances in Neural Information Processing Systems (NIPS 01), T. G. Diettrich, S. Becker, and Z. Ghahramani, Eds., 2002, vol. 14, pp. 157-164.
8. L. Trejo, K. Wheeler, C. Jorgensen, R. Rosipal, S. Clanton, B. Matthews, A. Hibbs, R. Matthews, and M. Krupka, "Multimodal neuroelectric interface development," IEEE Trans. Neural Syst. Rehabil. Eng., no. 11, pp. 199-204, Jun 2003.
9. 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, vol. 7, no. 1, pp. 223-230, 2002.
10. W. D. Penny, S. J. Roberts, E. A. Curran, and M. J. Stokes, "EEG-based communication: A pattern recognition approach," IEEE Trans. Rehabil. Eng., vol. 8, no. 2, pp. 214-215, Jun 2000.
11. J. D. R. Millán and J. Mouriño, "Asynchronous BCI and local neural classifiers: An overview of the adaptive brain interface project," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 11, no. 2, pp. 159-161, Jun. 2003.
12. J. D. R. Millan, "Brain-computer interfaces," in Handbook of Brain Theory and Neural Networks, 2nd ed. Cambridge, MA: MIT Press, 2002.
13. G. E. Birch and S. G. Mason, "Brain-computer interface research at the Neil Squire foundation," IEEE Trans. Rehabil. Eng., vol. 8, no. 2, pp. 193-195, Jun 2000.
14. H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans. Rehabil. Eng., vol. 8, no. 4, pp. 441-446, Dec. 2000.
15. S. Lemm, B. Blankertz, G. Curio, and K.-R. Müller, "Spatio-spectral filters for improved classification of single trial EEG," IEEE Trans. Biomed. Eng., vol. 52, no. 9, pp. 1541-1548, Sep. 2005.
16. H. Jasper and W. Penfield, "Electrocorticograms in man: Effects of voluntary movement upon the electrical activity of the precentral gyrus," Arch. Psychiat. Nervenkr., vol. 183, pp. 163-174, 1949.
17. H. Jasper and H. Andrews, "Normal differentiation of occipital and precentral regions in man," Arch. Neurol. Psychiat. (Chicago), vol. 39, pp. 96-115, 1938.
18. H. Berger, "Über das Elektroenkephalogramm des Menschen," Arch. Psychiat. Nervenkr., vol. 99, no. 6, pp. 555-574, 1933.
19. F. H. da Silva, T. H. van Lierop, C. F. Schrijer, and W. S. van Leeuwen, "Organization of thalamic and cortical alpha rhythm: Spectra and coherences," Electroencephalogr. Clin. Neurophysiol., vol. 35, pp. 627-640, 1973.
20. G. Pfurtscheller and F. H. L. da Silva, "Event-related EEG/MEG synchronization and desynchronization: Basic principles," Clin. Neurophysiol., vol. 110, no. 11, pp. 1842-1857, Nov. 1999.
21. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Müller, "Combining features for BCI," in Advances in Neural Information Processing Systems (NIPS 02), S. Becker, S. Thrun, and K. Obermayer, Eds., 2003, vol. 15, pp. 1115-1122.
22. _, "Increase information transfer rates in BCI by CSP extension to multi-class," in Advances in Neural Information Processing SystemsS. Thrun, L. Saul, and B. Schölkopf, Eds. Cambridge, MA: MIT Press, 2004, vol. 16, pp. 733-740.
23. K. Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed. San Diego, CA: Academic Press, 1990.
24. Z. J. Koles and A. C. K. Soong, "EEG source localization: Implementing the spatio-temporal decomposition approach," Electroencephalogr. Clin. Neurophysiol., vol. 107, pp. 343-352, 1998.
25. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Müller, "Boosting bit rates in non-invasive EEG single-trial classifications by feature combination and multi-class paradigms," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 993-1002, Jun 2004.
26. B. Schölkopf and A. Smola, Learning with Kernels. Cambridge, MA: MIT Press, 2002.
27. K.-R. Müller, S. Mika, G. Rätsch, K. Tsuda, and B. Schölkopf, "An introduction to kernel-based learning algorithms," IEEE Neural Netw., vol. 12, no. 2, pp. 181-201, May 2001.
28. K.-R. Müller, C. W. Anderson, and G. E. Birch, "Linear and non-linear methods for brain-computer interfaces," IEEE Trans. Neural Sys. Rehabil. Eng., vol. 11, no. 2, pp. 165-169, Jun. 2003.
29. B. Blankertz, G. Dornhege, C. Schäfer, R. Krepki, J. Kohlmorgen, K.-R. Müller, V. Kunzmann, F. Losch, and G. Curio, "Boosting bit rates and error detection for the classification of fast-paced motor commands based on single-trial EEG analysis," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 11, no. 2, pp. 127-131, Jun. 2003.
30. B. Winer, Ed., Statistical Principles in Experimental Design, 2nd ed. New York: McGraw-Hill, 1962.