Neurophysiological predictor of SMR-based BCI performance

NeuroImage

Volumn 51, Issue 4, 2010, Pages 1303-1309

  Blankertz, Benjamin ^a,b   Sannelli, Claudia ^a   Halder, Sebastian ^c   Hammer, Eva M ^c   Kübler, Andrea ^c,d   Müller, Klaus Robert ^a   Curio, Gabriel ^e   Dickhaus, Thorsten ^a  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

^b FRAUNHOFER FOKUS   (Germany)

^c UNIVERSITY OF TÜBINGEN   (Germany)

^d UNIVERSITY OF WÜRZBURG   (Germany)

^e CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

Author keywords

BCI illiteracy; Brain computer interface (BCI); Event related desynchronization (ERD); Neurophysiological predictor; Sensory motor rhythms (SMRs)

Indexed keywords

ACCURACY; ADULT; ARTICLE; BIOMEDICAL TECHNOLOGY ASSESSMENT; BRAIN COMPUTER INTERFACE; COMPUTER PREDICTION; ELECTROENCEPHALOGRAM; FEMALE; HUMAN; HUMAN EXPERIMENT; INFORMATION PROCESSING; MACHINE LEARNING; MALE; MOTOR CONTROL; NEUROPHYSIOLOGY; NORMAL HUMAN; PRIORITY JOURNAL; RELIABILITY; SENSORY MOTOR RHYTHMS;

ADULT; ALGORITHMS; ARTIFACTS; BIOFEEDBACK, PSYCHOLOGY; CALIBRATION; COMPUTER LITERACY; CUES; DATA INTERPRETATION, STATISTICAL; ELECTROENCEPHALOGRAPHY; FEMALE; FUNCTIONAL LATERALITY; HAND; HUMANS; MALE; MOTOR CORTEX; PHOTIC STIMULATION; PSYCHOMOTOR PERFORMANCE; SOMATOSENSORY CORTEX; USER-COMPUTER INTERFACE;

EID: 77952887332     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2010.03.022     Document Type: Article

References (45)

1. Allison B., Wolpaw E., Wolpaw J. Brain-computer interface systems: progress and prospects. Expert Rev. Med. Devices 2007, 4(4):463-474.
2. Beier, G., 2004. Kontrollüberzeugungen im Umgang mit Technik: ein Persönlichkeitsmerkmal mit Relevanz für die Gestaltung technischer Systeme. dissertation.de.
3. Berger H. Über das Elektroenkephalogramm des Menschen. Arch Psychiatr. Nervenkr. 1933, 99(6):555-574.
4. Birbaumer N., Ghanayim N., Hinterberger T., Iversen I., Kotchoubey B., Kübler A., Perelmouter J., Taub E., Flor H. A spelling device for the paralysed. Nature 1999, 398:297-298.
5. Birbaumer N., Weber C., Neuper C., Buch E., Haapen K., Cohen L. Physiological regulation of thinking: brain-computer interface (BCI) research. Prog. Brain Res. 2006, 159:369-391.
6. Blankertz B., Dornhege G., Krauledat M., Müller K.-R., Curio G. The non-invasive Berlin brain-computer interface: fast acquisition of effective performance in untrained subjects. Neuroimage 2007, 37(2):539-550.
7. Blankertz B., Losch F., Krauledat M., Dornhege G., Curio G., Müller K.-R. The Berlin brain-computer interface: accurate performance from first-session in BCI-naive subjects. IEEE Trans. Biomed. Eng. 2008, 55(10):2452-2462.
8. Blankertz B., Tomioka R., Lemm S., Kawanabe M., Müller K.-R. Optimizing spatial filters for robust EEG single-trial analysis. IEEE Signal. Process Mag. 2008, 25(1):41-56. Jan.
9. Brickenkamp R., Zillmer E. D2 Test of Attention 1998, Hogrefe & Huber, Göttingen, Germany.
10. Burde W., Blankertz B. Is the locus of control of reinforcement a predictor of brain-computer interface performance?. Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006 2006, 76-77. Verlag der Technischen Universität Graz.
11. Daum I., Rockstroh B., Birbaumer N., Elbert T., W., Lutzenberger A.C. Behavioural treatment of slow cortical potentials in intractable epilepsy: neuropsychological predictors of outcome. J. Neurol. Neurosurg. Psychiatry 1993, 94-97.
12. Dornhege G., Blankertz B., Curio G., Müller K.-R. Boosting bit rates in non-invasive EEG single-trial classifications by feature combination and multi-class paradigms. IEEE Trans. Biomed. Eng. 2004, 51(6):993-1002. Jun.
13. Toward Brain-Computer Interfacing 2007, MIT Press, Cambridge, MA. G. Dornhege, J. del R. Millán, T. Hinterberger, D. McFarland, K.-R. Müller (Eds.).
14. Elbert T., Rockstroh B., Lutzenberger W., Birbaumer N. Biofeedback of slow cortical potentials. I. Electroencephalogr. Clin. Neurophysiol. 1980, 48:293-301.
15. Gerson A., Parra L., Sajda P. Cortically coupled computer vision for rapid image search. IEEE Trans. Neural. Syst. Rehabil. Eng. 2006, 14(2):174-179.
16. Guger C., Ramoser H., Pfurtscheller G. Real-time EEG analysis with subject-specific spatial patterns for a Brain Computer Interface (BCI). IEEE Trans. Neural Syst. Rehabil. Eng. 2000, 8(4):447-456.
17. Hari R., Salmelin R. Human cortical oscillations: a neuromagnetic view through the skull. Trends Neurosci. 1997, 20:44-49.
18. Huber P.J., Ronchetti E.M. Robust Statistics 2009, John Wiley & Sons, Hoboken, NJ, 354 pp. 2nd ed.
19. Jasper H., Andrews H. Normal differentiation of occipital and precentral regions in man. Arch. Neurol. Psychiatry 1938, 39:96-115.
20. Jasper H., Penfield W. Electrocorticograms in man: effects of voluntary movement upon the electrical activity of the precentral gyrus. Arch Psychiatr. Nervenkr. 1949, 183:163-174.
21. Kohlmorgen J., Dornhege G., Braun M., Blankertz B., Müller K.-R., Curio G., Hagemann K., Bruns A., Schrauf M., Kincses W. Improving human performance in a real operating environment through real-time mental workload detection. Toward Brain-Computer Interfacing 2007, 409-422. MIT press, Cambridge, MA. G. Dornhege, J. del R. Millán, T. Hinterberger, D. McFarland, K.-R. Müller (Eds.).
22. Kotchoubey B., Haist S., Daum I., Schugens M., Birbaumer N. Learning and self-regulation of slow cortical potentials in older adults. Exp. Aging Res. 2000, 26(1):15-36.
23. Krauledat M., Tangermann M., Blankertz B., Müller K.-R. Towards zero training for brain-computer interfacing. PLoS ONE 2008, 3(8):e2967. Aug.
24. Kübler A., Kotchoubey B., Kaiser J., Wolpaw J., Birbaumer N. Brain-computer communication: unlocking the locked in. Psychol. Bull. 2001, 127(3):358-375.
25. Kübler A., Neumann N., Wilhelm B., Hinterberger T., Birbaumer N. Predictability of brain-computer communication. Int. J. Psychophysiol. 2004, 18(2-3):121-129.
26. Kübler A., Nijboer F., Mellinger J., Vaughan T.M., Pawelzik H., Schalk G., McFarland D.J., Birbaumer N., Wolpaw J.R. Patients with ALS can use sensorimotor rhythms to operate a brain-computer interface. Neurology 2005, 64(10):1775-1777.
27. McFarland D.J., McCane L.M., Wolpaw J.R. EEG-based communication and control: short-term role of feedback. IEEE Trans. Rehabil. Eng. 1998, 6(1):7-11.
28. Müller K.-R., Mika S., Rätsch G., Tsuda K., Schölkopf B. An introduction to kernel-based learning algorithms. IEEE Neural Netw. 2001, 12(2):181-201. May.
29. Müller K.-R., Anderson C.W., Birch G.E. Linear and non-linear methods for brain-computer interfaces. IEEE Trans. Neural. Syst. Rehabil. Eng. 2003, 11(2):165-169.
30. Müller K.-R., Tangermann M., Dornhege G., Krauledat M., Curio G., Blankertz B. Machine learning for real-time single-trial EEG-analysis: from brain-computer interfacing to mental state monitoring. J. Neurosci. Methods 2008, 167(1):82-90.
31. Neumann N., Birbaumer N. Predictors of successful self control during brain-computer communication. J. Neurol. Neurosurg. Psychiatry 2003, 74(8):1117-1121.
32. Neuper C., Müller G., Kübler A., Birbaumer N., Pfurtscheller G. Clinical application of an eeg-based brain-computer interface: a case study in a patient with severe motor impairment. Clin. Neurophysiol. 2003, 114(3):399-409.
33. Neuper C., Scherer R., Reiner M., Pfurtscheller G. Imagery of motor actions: differential effects of kinesthetic and visual-motor mode of imagery in single-trial EEG. Brain Res. Cogn. Brain Res. 2005, 25(3):668-677.
34. Nikouline V., Linkenkaer-Hansen K., K., H., W., Kesäniemi M., Antonova E., Ilmoniemi R., Huttunen J. Dynamics of mu-rhythm suppression caused by median nerve stimulation: a magnetoencephalographic study in human subjects. Neurosci. Lett. 2000, 294(3):163-166.
35. Nikulin V.V., Hohlefeld F.U., Jacobs A.M., Curio G. Quasi-movements: a novel motor-cognitive phenomenon. Neuropsychologia 2008, 46(2):727-742.
36. Pfurtscheller G., Aranibar A. Evaluation of event-related desynchronization preceding and following voluntary self-paced movement. Electroencephalogr. Clin. Neurophysiol. 1979, 46(2):138-146.
37. Pfurtscheller G., da Silva F.H.L. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 1999, 110(11):1842-1857. Nov.
38. Pfurtscheller G., Neuper C., Birbaumer N. Human brain-computer interface. Motor Cortex in Voluntary Movements 2005, 367-401. CRC Press, New York, Ch. 14. A. Riehle, E. Vaadia (Eds.).
39. Pfurtscheller G., Brunner C., Schlögl A., da Silva F.L. Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. Neuroimage 2006, 31(1):153-159.
40. Popescu F., Fazli S., Badower Y., Blankertz B., Müller K.-R. Single trial classification of motor imagination using 6 dry EEG electrodes. PLoS ONE 2007, 2(7).
41. Schnitzler A., Salenius S., Salmelin R., Jousmäki V., Hari R. Involvement of primary motor cortex in motor imagery: a neuromagnetic study. Neuroimage 1997, 6(3):201-208.
42. Tangermann M., Krauledat M., Grzeska K., Sagebaum M., Blankertz B., Vidaurre C., Müller K.-R. Playing pinball with non-invasive BCI. Advances in Neural Information Processing Systems 2009, 21:1641-1648. MIT Press, Cambridge, MA.
43. Vidaurre C., Schlögl A., Cabeza R., Scherer R., Pfurtscheller G. A fully on-line adaptive BCI. IEEE Trans. Biomed. Eng. 2006, 53(6):1214-1219.
44. Wolpaw J.R., McFarland D.J. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc. Natl. Acad. Sci. U. S. A. 2004, 101(51):17849-17854.
45. Wolpaw J.R., Birbaumer N., McFarland D.J., Pfurtscheller G., Vaughan T.M. Brain-computer interfaces for communication and control. Clin. Neurophysiol. 2002, 113(6):767-791.