Analyzing eeg signals using the probability estimating guarded neural classifier

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 11, Issue 4, 2003, Pages 361-371

  Felzer, Torsten ^a,b   Freisleben, Bernd ^a,b  

^a PHILIPPS UNIVERSITY MARBURG   (Germany)

^b IEEE   (United States)

Author keywords

Brain computer interface (BCI); Counterpropagation; Electroencephalogram (EEG) analysis; Human computer interaction

Indexed keywords

ELECTROENCEPHALOGRAPHY; HUMAN COMPUTER INTERACTION; NEURAL NETWORKS; PROBABILITY;

BRAIN COMPUTER INTERFACE;

HUMAN REHABILITATION ENGINEERING;

ALPHA RHYTHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; COMPUTER INTERFACE; COMPUTER SIMULATION; ELECTROENCEPHALOGRAM; HUMAN; HUMAN COMPUTER INTERACTION; PRIORITY JOURNAL; SIGNAL PROCESSING;

ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; BRAIN; COGNITION; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MALE; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; USER-COMPUTER INTERFACE;

EID: 1642539084     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2003.819785     Document Type: Article

References (30)

1. T. Felzer and B. Freisleben, "Controling a computer using signals originating from muscle contractions," in METMBS'02 - Proceedings of the 2002 International Conference on Mathematics and Engineering Techniques in Medicine and Biological Sciences. Las Vegas, NV: CSREA, 2002, vol. 2, pp. 336-342.
2. -, "HaWCoS: The "hands-free" wheelchair control system," in ASSETS 2002 - Proceedings of the Fifth International ACM SIGCAPH Conference on Assistive Technologies. Edinburgh, Scotland, U.K.: ACM, 2002, pp. 127-134.
3. J. Vidal, "Toward direct brain-computer communication," Annu. Rev. Biophys. Bioeng., pp. 157-180, 1973.
4. M. Polak and A. Kostov, "Development of brain-computer interface: Preliminary results," in Proc. 19th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Soc., 1997, pp. 1543-1546.
5. 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., vol. 8, pp. 164-173, June 2000.
6. G. Pfurtscheller, C. Neuper, C. Guger, W. Harkam, H. Ramoser, A. Schlögl, B. Obermaier, and M. Pregenzer, "Current trends in Graz brain-computer interface (BCI) research," IEEE Trans. Rehab. Eng., vol. 8, pp. 216-219, June 2000.
7. W. D. Penny, S. J. Roberts, E. A. Curran, and M. J. Stokes, "EEG-based communication: A pattern recognition approach," IEEE Trans. Rehab. Eng., vol. 8, pp. 214-215, June 2000.
8. T. Felzer, "Verwendung verschiedener Biosignale zur Bedienung computergesteuerter Systeme," Ph.D. dissertation, Dept. Comput. Sci., Darmstadt Univ. Technol., Darmstadt, Germany, 2002.
9. J. d. R. Millán, J. Mouriño, M. G. Marciani, F. Babiloni, F. Topani, I. Canale, J. Heikkonen, and K. Kaski, "Adaptive brain interfaces for physically-disabled people," in Proc. 20th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1998, pp. 2008-2011.
10. R. Klinke and S. Silbernagl, Lehrbuch der Physiologie, 2nd ed. Stuttgart, Germany: Georg Thieme Verlag, 1996.
11. B. Freisleben, M. Hoof, and R. Patsch, "Using counterpropagation neural networks for partial discharge diagnosis," Neural Comput. Applicat., vol. 7, no. 4, pp. 318-333, 1998.
12. M. Hoof, "Pulse-sequence-analysis: A new method of partial discharge diagnosis," Ph.D. dissertation (in German), Dept. Elect. Eng. Comput. Sci., Univ. Siegen, Siegen, Germany, 1997.
13. R. Hecht-Nielsen, "Counterpropagation networks," Appl. Opt., vol. 26, pp. 4979-4984, 1987.
14. G. Jandó, R. M. Siegel, Z. Horváth, and G. Buzsáki, "Pattern recognition of the electroencephalogram by artificial neural networks," Electroencephalogr. Clin. Neurophysiol., vol. 86, pp. 100-109, 1993.
15. D. E. Rumelhart, G. E. Hinton, and R. J. Williams, "Learning internal representations by error propagation," in Parallel Distributed Processing: Explorations in the Microstructures of Cognition, D. E. Rumelhart and J. L. McClelland, Eds. Cambridge, MA: MIT Press, 1986, vol. 1, pp. 318-362.
16. W. Törnig and P. Spellucci, Numerische Mathematik für Ingenieure und Physiker, 2nd ed. Berlin, Germany: Springer-Verlag, 1990, vol. 2, Numerische Methoden der Analysis, ch. 11, Interpolation und Approximation.
17. C. W. Anderson, S. V. Devulapalli, and E. A. Stolz, "EEG as a means of communication: Preliminary experiments in EEG analysis using neural networks," in Proc. 1st Annu. ACM Conf. Assistive Technologies (ASSETS), Marina del Ray, CA, 1994, pp. 141-147.
18. D. Steuer, B. Schack, G. Grieszbach, and W. Krause, "Classification of human cognitive processes by the use of an improved neural backpropagation network," in Proc. IEEE Int. Conf. Neural Networks, vol. 5, 1995, pp. 2495-2500.
19. T. Tsuji, O. Fukuda, H. Ichinobe, and M. Kaneko, "A log-linearized Gaussian mixture network and its application to EEG pattern classification," IEEE Trans. Syst., Man, Cybern. C, Applicat. Rev., vol. 29, pp. 60-72, Feb. 1999.
20. G. Pfurtscheller, J. Kalcher, C. Neuper, D. Flotzinger, and M. Pregenzer, "On-line EEG classification during externally-paced hand movements using a neural network-based classifier," Electroencephalogr. Clin. Neurophysiol., vol. 99, pp. 416-425, 1996.
21. J. Kalcher, D. Flotzinger, S. Gölly, C. Neuper, and G. Pfurtscheller, "Graz brain-computer interface (BCI) II," in Computers for Handicapped Persons, W. L. Zagler, G. Busby, and R. R. Wagner, Eds. Berlin, Germany: Springer-Verlag, 1994, ICCHP'94, pp. 170-176.
22. T. Kohonen, Self-Organization and Associative Memory. Berlin, Germany: Springer-Verlag, 1989.
23. M. Pregenzer and G. Pfurtscheller, "Frequency component selection for an EEG-based brain to computer interface," IEEE Trans. Rehab. Eng., vol. 7, pp. 413-419, Dec. 1999.
24. G. E. Birch and S. G. Mason, "Brain-computer interface research at the Neil Squire foundation," IEEE Trans. Rehab. Eng., vol. 8, pp. 193-195, June 2000.
25. S. G. Mason and G. E. Birch, "A brain-controlled switch for asynchronous control applications," IEEE Trans. Biomed. Eng., vol. 47, pp. 1297-1307, Oct. 2000.
26. S. Grossberg, "Embedding fields: A theory of learning with physiological implications," Math. Psych., vol. 6, pp. 209-239, 1969.
27. H. Jasper, "The ten twenty electrode system of the international federation," Electroencephalogr Clin. Neurophysiol., vol. 10, pp. 371-375, 1958.
28. D. W. Patmore, W. L. Putnam, and R. B. Knapp. Assistive cursor control for a PC window environment: Electromyogram and electroencephalogram based control. presented at Proc. Center on Disabilities Virtual Reality Conf. Onlinehttp://www.csun.edu/cod/conf/1994/proceedings/Wec-1.htm
29. J. R. Wolpaw and D. J. McFarland, "Multichannel EEG-based brain-computer communication," Electroencephalogr. Clin. Neurophysiol., vol. 90, pp. 444-449, 1994.
30. T. Felzer and B. Freisleben, "BRAINLINK: A software tool supporting the development of an EEG-based brain-computer interface," in METMBS'02 - Proceedings of the 2002 International Conference on Mathematics and Engineering Techniques in Medicine and Biological Sciences. Las Vegas, NV: CSREA, 2002, vol. 2, pp. 329-335.