High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces

Journal of Neural Engineering

Volumn 9, Issue 4, 2012, Pages

  Grosse Wentrup, Moritz ^a   Schölkopf, Bernhard ^a  

^a MAX PLANCK INSTITUTE FOR INTELLIGENT SYSTEMS   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN-COMPUTER INTERFACES (BCI); HIGH FREQUENCY HF;

INTERFACES (COMPUTER);

BRAIN COMPUTER INTERFACE;

ACCURACY; ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; BRAIN MAPPING; FEMALE; FRONTAL CORTEX; HUMAN; HUMAN EXPERIMENT; MALE; NERVE CELL NETWORK; NEUROMODULATION; NORMAL HUMAN; OSCILLATION; PARIETAL CORTEX; PERFORMANCE; PRIORITY JOURNAL; SENSORIMOTOR CORTEX;

BRAIN WAVES; BRAIN-COMPUTER INTERFACES; FORECASTING; HUMANS; IMAGINATION; MALE; PHOTIC STIMULATION; PSYCHOMOTOR PERFORMANCE;

EID: 84863852960     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/9/4/046001     Document Type: Article

References (38)

1. Birbaumer N, Kubler A, Ghanayim N, Hinterberger T, Perelmouter J, Kaiser J, Iversen I, Kotchoubey B, Neumann N and Flor H 2000 The thought translation device (TTD) for completely paralyzed patients IEEE Trans. Neural Syst. Rehabil. Eng. 8 190-3 (Pubitemid 30437010)
2. Grosse-Wentrup M, Mattia D and Oweiss K 2011 Using brain-computer interfaces to induce neural plasticity and restore function J. Neural Eng. 8 025004
3. Guger C, Edlinger G, Harkam W, Niedermayer I and Pfurtscheller G 2003 How many people are able to operate an EEG-based brain-computer interface (BCI)? IEEE Trans. Neural Syst. Rehabil. Eng. 11 145-7 (Pubitemid 36935043)
4. Varkuti B, Halder S, Bogdan M, Kübler A, Rosenstiel W, Sitaram R and Birbaumer N 2011 SMR EEG-BCI aptitude in healthy subjects varies with the integrity of corpus callosum white matter Proc. 5th Int. BCI Conf., 2011 ed G R Müller-Putz, R Scherer, M Billinger, A Kreilinger, V Kaiser and C Neuper pp 104-7
5. Nijboer F, Birbaumer N and Kübler A 2010 The influence of psychological state and motivation on brain-computer interface performance in patients with amyotrophic lateral sclerosis-a longitudinal study Front. Neurosci. 4 55
6. Barbero Á and Grosse-Wentrup M 2010 Biased feedback in brain-computer interfaces J. Neuroeng. Rehabil. 7 1-4
7. Zander T O and Jatzev S 2012 Context-aware brain-computer interfaces: exploring the information space of user, technical system and environment J. Neural Eng. 9 016003
8. Hammer E M, Halder S, Blankertz B, Sannelli C, Dickhaus T, Kleih S, Müller K R and Kübler A 2011 Psychological predictors of SMR-BCI performance Biol. Psychol. 89 80-6
9. Blankertz B, Sannelli C, Halder S, Hammer E M, Kübler A, Müller K R, Curio G and Dickhaus T 2010 Neurophysiological predictor of SMR-based BCI performance Neuroimage 51 1303-9
10. Grosse-Wentrup M, Schölkopf B and Hill J 2011 Causal influence of gamma rhythms on the sensorimotor rhythm Neuroimage 56 837-42
11. Pearl J 2000 Causality: Models, Reasoning, and Inference (Cambridge: Cambridge University Press)
12. Spirtes P, Glymour C and Scheines R 2000 Causation, Prediction, and Search (Cambridge, MA: MIT Press)
13. Jensen O, Kaiser J and Lachaux J P 2007 Human gamma-frequency oscillations associated with attention and memory Trends Neurosci. 30 317-24 (Pubitemid 46991117)
14. Vaughan T M 2003 Guest editorial brain-computer interface technology: a review of the second international meeting IEEE Trans. Neural Syst. Rehabil. Eng. 11 94-109
15. Grosse-Wentrup M 2011 Fronto-parietal gamma-oscillations are a cause of performance variation in brain-computer interfacing 5th Int. IEEE/EMBS Conf. on Neural Engineering (NER) (2011) (Piscataway, NJ: IEEE) pp 384-7
16. Yuval-Greenberg S, Tomer O, Keren A S, Nelken I and Deouell L Y 2008 Transient induced gamma-band response in EEG as a manifestation of miniature saccades Neuron 58 429-41 (Pubitemid 351615190)
17. Goncharova I I, McFarland D J, Vaughan T M and Wolpaw J R 2003 EMG contamination of EEG: spectral and topographical characteristics Clin. Neurophysiol. 14 1580-93 (Pubitemid 37025792)
18. Jung T P, Makeig S, Humphries C, Lee T W, McKeown M J, Iragui V and Sejnowski T J 2000 Removing electroencephalographic artifacts by blind source separation Psychophysiology 37 163-78 (Pubitemid 30140282)
19. McMenamin B W, Shackman A J, Maxwell J S, Bachhuber D R W, Koppenhaver A M, Greischar L L and Davidson R J 2010 Validation of ICA-based myogenic artifact correction for scalp and source-localized EEG Neuroimage 49 2416-32
20. Belouchrani A, Abed-Meraim K, Cardoso J-F and Moulines E 1997 A blind source separation technique using second-order statistics IEEE Trans. Signal Process. 45 434-44 (Pubitemid 127765906)
21. Mason S G, Bashashati A, Fatourechi M, Navarro K F and Birch G E 2007 A comprehensive survey of brain interface technology designs Ann. Biomed. Eng. 35 137-69 (Pubitemid 46122173)
22. McFarland D J, McCane L M, David S V and Wolpaw J R 1997 Spatial filter selection for EEG-based communication Electroencephalogr. Clin. Neurophysiol. 103 386-94 (Pubitemid 27382149)
23. Schölkopf B, Smola A J, Williamson R C and Bartlett P L 2000 New support vector algorithms Neural Comput. 12 1207-45
24. Masher J C, Baillet S, Darvas F, Pantazis D, Yildirim E K and Leahy R M 2005 Electromagnetic brain imaging using BrainStorm 5th Int. Symp. on Noninvasive Functional Source Imaging within the Human Brain and Heart (NFSI 2005) pp 652-5
25. Müller-Putz G R, Scherer R, Brunner C, Leeb R and Pfurtscheller G 2008 Better than random? A closer look on BCI results Int. J. Bioelectromagn. 10 52-5
26. Moore D S and McCabe G P 2005 Introduction to the Practice of Statistics 6th edn (San Francisco, CA: Freeman)
27. Fox M D, Snyder A Z, Vincent J L, Corbetta M, Van Essen D C and Raichle M E 2005 The human brain is intrinsically organized into dynamic, anticorrelated functional networks Proc. Natl Acad. Sci. 102 9673-8 (Pubitemid 40981739)
28. Greicius M D, Krasnow B, Reiss A L and Menon V 2003 Functional connectivity in the resting brain: a network analysis of the default mode hypothesis Proc. Natl Acad. Sci. 100 253
29. Raichle M E, MacLeod A M, Snyder A Z, Powers W J, Gusnard D A and Shulman G K 2001 A default mode of brain function Proc. Natl Acad. Sci. 98 676-82 (Pubitemid 32105102)
30. Corbetta M, Patel G and Shulman G L 2008 The reorienting system of the human brain: from environment to theory of mind Neuron 58 306-24 (Pubitemid 351615192)
31. Ko A L, Darvas F, Poliakov A, Ojemann J and Sorensen L B 2011 Quasi-periodic fluctuations in default mode network electrophysiology J. Neurosci. 31 11728
32. Sykacek P, Roberts S J and Stokes M 2004 Adaptive BCI based on variational Bayesian Kalman filtering: an empirical evaluation IEEE Trans. Biomed. Eng. 51 719-27 (Pubitemid 38525704)
33. Vidaurre C, Schlogl A, Cabeza R, Scherer R and Pfurtscheller G 2006 A fully on-line adaptive BCI IEEE Trans. Biomed. Eng. 53 1214-9 (Pubitemid 43860748)
34. Shenoy P, Krauledat M, Blankertz B, Rao R P N and Müller K R 2006 Towards adaptive classification for BCI J. Neural Eng. 3 R13
35. Sugiyama M, Krauledat M and Müller K R 2007 Covariate shift adaptation by importance weighted cross validation J. Mach. Learn. Res. 8 985-1005 (Pubitemid 46798411)
36. Pfurtscheller G and Neuper C 2001 Motor imagery and direct brain-computer communication Proc. IEEE 89 1123-34 (Pubitemid 33766616)
37. Crone N E, Miglioretti D L, Gordon B, Sieracki J M, Wilson M T, Uematsu S and Lesser R P 1998 Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis: I. Alpha and beta event-related desynchronization Brain 121 2271
38. Mohammadi B, Kollewe K, Samii A, Krampfl K, Dengler R and Münte T F 2009 Changes of resting state brain networks in amyotrophic lateral sclerosis Exp. Neurol. 217 147-53