BCI Meeting 2005 - Workshop on BCI signal processing: Feature extraction and translation

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 14, Issue 2, 2006, Pages 135-138

  McFarland, Dennis J ^a   Anderson, Charles W ^b   Müller, Klaus Robert ^c   Schlögl, Alois ^d   Krusienski, Dean J ^a  

^a WADSWORTH CENTER   (United States)

^b Department of Environmental and Radiological Health Sciences   (United States)

^c FRAUNHOFER FIRST   (Germany)

^d GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

Brain computer interface (BCI); Prediction; Signal processing

Indexed keywords

FEATURE EXTRACTION; FEEDBACK CONTROL; OPTIMIZATION; SIGNAL PROCESSING; TECHNICAL PRESENTATIONS;

BRAIN-COMPUTER INTERFACE (BCI); PREDICTION; TAXONOMY; TIME-FREQUENCY SPATIAL ANALYSIS;

HUMAN COMPUTER INTERACTION;

ALGORITHM; BRAIN FUNCTION; COMPUTER INTERFACE; CONFERENCE PAPER; DATA ANALYSIS; ELECTROCOCHLEOGRAPHY; ELECTROENCEPHALOGRAM; FEEDBACK SYSTEM; PRIORITY JOURNAL; PROCESS OPTIMIZATION; SIGNAL PROCESSING; STATISTICAL ANALYSIS; STATISTICAL MODEL; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOTECHNOLOGY; BRAIN; COMMUNICATION AID; CONSENSUS DEVELOPMENT; ELECTROENCEPHALOGRAPHY; HUMAN; INTERNATIONAL COOPERATION; MAN MACHINE INTERACTION; METHODOLOGY; NEUROMUSCULAR DISEASE; PHYSIOLOGY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOTECHNOLOGY; BRAIN; COMMUNICATION AIDS FOR DISABLED; ELECTROENCEPHALOGRAPHY; HUMANS; INTERNATIONALITY; MAN-MACHINE SYSTEMS; NEUROMUSCULAR DISEASES; PATTERN RECOGNITION, AUTOMATED; SIGNAL PROCESSING, COMPUTER-ASSISTED; USER-COMPUTER INTERFACE;

EID: 33746440400     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2006.875637     Document Type: Conference Paper

References (37)

1. J. del R. Millán, F. Renkens, J. Mourino, and W. Gerstner, "Brain-actuated interaction," Artif. Intel., vol. 159, no. 1-2, pp. 241-259, Nov. 2004.
2. P. Hammon, private communication, 2005.
3. 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.
4. R. Kaidar, private communication, 2005.
5. G. Pfurtscheller, C. Neuper, D. Flotzinger, and M. Pregenzer. "EEG-based discrimination between imagination of right and left hand movement," Electroencephalogr. Clin. Neurophysiol., vol. 103, pp. 642-651, 1997.
6. T. Rosipal, L. Trejo, and B. Matthews, "Kernel PLS-SVC for linear and nonlinear classification," in Proc. 20th Int. Conf. Machine Learning (ICML-2003), Washington, DC, 2003, pp. 640-647.
7. C. Brunner, personal communication, 2005.
8. M. Fatourechi, A. Bashashati, R. Ward, and G. Birch, "A hybrid genetic algorithm approach for improving the performance of the LF-ASD brain computer interface," in Proc. Int. Conf. Acoust. Speech Signal Process., 2004, vol. 5, pp. 345-348.
9. J. R. Wolpaw and D. J. McFarland, "Control of a two-dimensional movement signal by a non-invasive brain-computer interface in humans," Proc. Nat. Acad. Sci., vol. 101, pp. 17849-17854, 2004.
10. D. J. McFarland and J. R. Wolpaw, "Sensorimotor rhythm-based brain-computer interface (BCI): Feature selection by regression improves performance," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 13, no. 3, pp. 372-379, Sep. 2005.
11. C. Neuper, A. Schlogl, and G. Pfurtscheller, "Enhancement of left-right sensorimotor EEG differences during feedback-regulated motor imagery," J. Clin. Neurophysiol., vol. 16, no. 4, pp. 373-382, Jul. 1999.
12. A. Schlögl, K. Lugger, and G. Pfurtscheller, "Using adaptive autoregressive parameters for a brain-computer-interface experiment," in Proc. 19th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1997, vol. 19, pp. 1533-1535.
13. Y. Li, X. Gao, and S. Gao, "Classification of single-trial electroencephalogram during finger movement," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 1019-1025, Jun. 2004.
14. G. Gage, K. Ludwig, K. Otto, E. Ionides, and D. Kipke, "Naive coadaptive cortical control," J. Neural Eng., vol. 2, pp. 52-63, 2005.
15. R. Stein, D. Weber, Y. Aoyagi, A. Prochazka, J. Wagenaar, S. Shoham, and R. Normann, "Coding of position by simultaneously recorded sensory neurons in the cat dorsal root ganglion," J. Physiol., vol. 560, pp. 883-896, 2004.
16. B. Kamousi, Z. Liu, and B. He, "Classification of motor imagery tasks for brain-computer interface applications by means of two equivalent dipoles analysis," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 13, no. 2, pp. 166-171, Jun. 2005.
17. L. Qin, L. Ding, and B. He, "Motor imagery classification by means of source analysis for brain computer interface applications," J. Neural Eng., vol. 1, pp. 135-141, 2004.
18. D. Krusienski, G. Schalk, D. McFarland, and J. Wolpaw, "Tracking of the mu rhythm using an empirically derived matched filter," Proc. IEEE Int. Conf. Neural Eng., vol. , pp. 86-89, Mar. 2005.
19. G. Dornhege, B. Blankertz, G. Curio, and K. 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.
20. B. Blankertz, G. Dornhege, C. Schaefer, R. Krepki, J. Kohlmorgen, K. Mueller, 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.
21. M. Kirby and C. Anderson, ""Geometric analysis for the characterization of nonstationary time-series,"," in Springer Applied Mathematical Sciences Series Celebratory Vulume for the Occasion of the 70th Birthday of, L. Sirovich, E. Kaplan, J. Marsden, and K. R. K. Sreenivasan, Eds. New York: Springer-Verlag, 2003, ch. 8, pp. 263-292.
22. C. W. Anderson, E. A. Stolz, and S. Shamsunder, "Multivariate autoregressive models for classification of spontaneous electroencephalogram during mental tasks," IEEE Trans. Biomed. Eng., vol. 45, no. 3, pp. 277-286, Mar. 1998.
23. C. W. Anderson and Z. SijerŸ ci' c, "Classification of EEG signals from four subjects during five mental tasks," in Solving Engineering Problems with Neural Networks: Proceedings of the Conference on Engineering Applications in Neural Networks (EANN'96), A. B. Bulsari, S. Kallio, and D. Tsaptsinos, Eds., Turkey, 1996, pp. 407-414.
24. G. Schalk, D. J. McFarland, T. Hinterberger, N. Birbaumer, and J. R. Wolpaw, "BCI2000: A general-purpose brain-computer interface (BCI) system," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 1034-1043, Jun. 2004.
25. D. J. Krusienski and W. K. Jenkins, "Design and performance of adaptive systems based on structured stochastic optimization strategies," IEEE Circuits Syst. Mag., vol. 5, no. 1, pp. 8-20, 2005.
26. 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..
27. B. Scholkopf, S. Mika, C. J. C Burges, P. Knirsch, K. R. Muller, G. Ratsch, and A. J. Smola, "Input space versus feature space in kernal-based methods," IEEE Trans. Neural Netw., vol. 10, no. 5, pp. 1000-1017, Sep. 1999.
28. B. Blankertz, G. Curio, and K.-R. Müller, Classifying single trial EEG: Towards brain computer interfacing, T. G. Diettrich, S. Becker, and Z. Ghahramani, Eds. Cambridge, MA: MIT Press, 2002, vol. 14, Advances in Neural Information Processing Systems, pp. 157-164.
29. L. Friedman and M. Wall, "Graphical views of supression and multi-collinearity in multiple linear regression," Amer. Statistician, vol. 59, pp. 127-136, 2005.
30. A. Schlogl, F. Lee, H. Bishof, G. Pfurtscheller, and G. , "Characterization of four-class motor imagery data for the BCI-competition 2005"," J. Neural Eng., vol. 2, p. 14, 2005.
31. H. Sheikh, D. J. McFarland, W. A. Sarnacki, and J .R. Wolpaw, "EEG-based communication: Characterizing EEG control and performance relationship," Neurosci. Lett., vol. 345, pp. 89-92, 2003.
32. M. D. Green and J. A. Swets, Signal detection theory and psychophysics. Huntington, NY: Krieger, 1966.
33. A. Schlogl, C. Neuper, and G. Pfurtscheller, "Estimating the mutual information of an EEG-based brain-computer interface," Biomedizinische Technik, vol. 47, pp. 3-8, 2002.
34. N. Birbaumer, N. Ghanayim, T. Hinterberger, I. Iversen, B. Kotchoubey, A. Kubler, J. Perelmouter, E. Taub, and H. Flour, "A spelling device for the paralysed," Nature, vol. 398, pp. 297-298, 1999.
35. E. Donchin, K. M. Spencer, and R. Wijesinghe, "The mental prosthesis: Assessing the speed of a P300-based brain-computer interface," IEEE Trans. Rehabil. Eng., vol. 8, no. 2, pp. 174-179, Jun. 2000.
36. R. Scherer, G. R. Muller, C. Neuper, B. Graimann, and G. Pfurtscheller, "An asynchronious controlled EEG-based virtual keyboard: Improvement of the spelling rate," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 979-984, Jun. 2003.
37. B. Blankertz, K.-R. Müller, D. Krusienski, J. R. Wolpaw, A. Schlögl, G. Pfurtscheller, J. del R. Millán, M. Schröder, and N. Birbaumer, "The BCI competition III: Validating alternative approachs to actual BCI problems," IEEE IEEE Trans. Neural Syst. Rehabil. Eng., vol. 51, no. 14, pp. 153-159, Jun. 2006.