Spatiotemporal linear decoding of brain state

IEEE Signal Processing Magazine

Volumn 25, Issue 1, 2008, Pages 107-115

  Parra, Lucas C ^a   Christoforou, Christoforos ^b   Gerson, Adam D ^c   Dyrholm, Mads ^d   Luo, An ^e   Wagner, Mark ^f   Philiastides, Marios G ^e   Sajda, Paul ^d  

^a City University of New York   (United States)

^b CITY COLLEGE OF NEW YORK   (United States)

^c UNIVERSITY OF SOUTH FLORIDA   (United States)

^d Och Spine at New York Presbyterian Hospitals   (United States)

^e Columbia University ^*  (United States)

^f HARVARD UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; DATA REDUCTION; HUMAN COMPUTER INTERACTION; NEUROLOGY;

BRAIN-COMPUTER INTERFACE; LINEAR ANALYSIS; SPATIOTEMPORAL DISCRIMINANT BRAIN ACTIVITY;

DECODING;

EID: 85032751197     PISSN: 10535888     EISSN: None     Source Type: Journal    
DOI: 10.1109/MSP.2008.4408447     Document Type: Article

References (22)

1. R. Bro, P. Geladi, and A.K. Smilde Multi-way Analysis. Hoboken, NJ: Wiley, 2004.
2. M. Dyrholm, S. Makeig, and L.K. Hansen, "Model selection for convolutive ICA with an application to spatio-temporal Analysis of EEG," Neural Computat., vol. 19,no.4,pp.934-955,2007.
3. M. Dyrholm and L.C. Parra, "Smooth bilinear classification of EEG," in Proc. 28th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, New York, Aug. 2006.
4. M. Dyrholm, C. Christoforos, and L.C. Parra, "Bilinear discriminant component analysis," J. Mach. Learn. Res., vol. 8 pp. 1097-1111, May 2007.
5. A.D. Gerson, L.C. Parra, and P. Saida, "Cortically-coupled computer vision for rapid image search," IEEE Trans. Neural Syst. Rehab. Eng. vol. 14, no. 2, pp. 174-179, Jun. 2006.
6. M. Gladwell, Blink: The Power of Thinking Without Thinking, 1st ed. New York: Little, Brown, and Co., 2005.
7. C. Keysers, D.K. Xiao, P. Földiák, and D.I. Perrett, "The speed of sight," J. Cognitive Neurosci., vol. 13, no. 1, pp. 90-101, 2001.
8. S.G. Kim, W. Richter, and K. Ugurbil, "Limitations for temporal resolution in functional MRI," Magn. Reson. Med., vol. 37, pp. 631-636, 1997.
9. S. Lemm, B. Blankertz, G. Curio, and K.R. Muller, "Spatio-spectral filters for improving the classification of single trial EEG," IEEE Trans. Biomed. Eng., vol. 52, no. 9, pp. 1541-1548, 2005.
10. F. Lotte, M. Congedo, A. Lécuyer, F. Lamarche, and B. Arnaldi, "A review of classification algorithms for EEG-based brain computer interfaces," J. NeuralEng. vol. 4, pp. R1-R13, 2007.
11. A. Luo and P. Sajda, "Learning discrimination trajectories in EEG sensor space: Application to inferring task difficulty," J. Neural Eng., vol. 3, no. 1, pp. L1-L6,2006.
12. A. Luo and P. Saida, "Using single-trial EEG to estimate the timing of target onset during rapid serial visual presentation," in Proc. Engineering in Medicine and Biology Society (EMBC2006), New York, 2006, pp. 79-82.
13. L. Parra, C. Alvino, A. Tang, B. Pearlmutter, N. Yeung, A. Osman, and P. Sajda, "Linear spatial integration for single trial detection in encephelography," Neuroimage, vol. 17, pp. 223-230, 2002.
14. L. Parra, C. Spence, A. Gerson, and P. Sajda, "Response error correction - A demonstration of improved human-machine performance using real-time EEG monitoring," IEEE Trans. Neural Syst. Rehab. Eng., vol. 11, no. 2, pp. 173-177, 2003.
15. L.C. Parra, C.D. Spence, A.D. Gerson, and P. Sajda, "Recipes for the linear analysis of EEG," Neuroimage, vol. 28, no. 2, pp. 342-353, 2005.
16. A. Pentland, R.W. Picard, and S. Sclaroff, "Photobook: Content-based manipulation of image databases," Int. J. Comput. Vis., vol. 18, no. 3, pp. 233-254, 1996.
17. Y. Rui and T.S. Huang, "Image retrieval: Current techniques, promising directions, and open issues," J. Vis. Commun. Image Represent., vol. 10, pp. 39-62, 1999.
18. S. Thorpe, D. Fize, and C. Marlot, "Speed of processing in the human visual system," Nature, vol. 381, pp. 520-522, 1996.
19. R. Tomioka and K. Aihara, "Classifying matrices with a spectral regularization," in Proc. 24th Annu. Int. Conf Machine Learning (ICML2007), Oregon, June 2007.
20. 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. Neural Syst. Rehab. Eng., vol. 8, no. 2, pp. 164-173, 2000.
21. B. Blankertz, G. Dornhege, C. Schafer, R. Krepki, J. Kohlmorgen, K.-R. Muller, V. Kunzmann, F. Losch, and F.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. Rehab. Eng., vol. 11, no. 2, pp. 127-131, 2003.
22. R. Tomioka, K. Aihara, and K.-R. Müller, "Logistic regression for single trial EEG classification," Advances in Neural Information Processing Systems 19, B. Schölkopf, J. Platt, T. Hoffman, Eds. Cambridge, MA: MIT Press, pp. 1377-1384, 2007.