Correction of blink artifacts using independent component analysis and empirical mode decomposition

Psychophysiology

Volumn 47, Issue 5, 2010, Pages 955-960

  Lindsen, Job P ^a   Bhattacharya, Joydeep ^a,b  

^a UNIVERSITY OF LONDON   (United Kingdom)

^b ERICH SCHMID INSTITUTE OF MATERIALS SCIENCE   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; ARTIFACT; BLINKING; ELECTROENCEPHALOGRAPHY; HUMAN; PHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY; SIGNAL PROCESSING; STATISTICAL ANALYSIS;

ARTIFACTS; BLINKING; DATA INTERPRETATION, STATISTICAL; ELECTROENCEPHALOGRAPHY; HUMANS; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 77955152824     PISSN: 00485772     EISSN: 14698986     Source Type: Journal    
DOI: 10.1111/j.1469-8986.2010.00995.x     Document Type: Article

References (24)

1. Barbati, G., Porcaro, C., Zappasodi, F., Rossini, P. M. Tecchio, F. (2004). Optimization of an independent component analysis approach for artifact identification and removal in magnetoencephalographic signals. Clinical Neurophysiology, 115, 1220 1232.
2. Berg, P. Scherg, M. (1991). Dipole models of eye movements and blinks. Electroencephalography and Clinical Neurophysiology, 79, 36 44.
3. Castellanos, N. P. Makarov, V. A. (2006). Recovering EEG brain signals: Artifact suppression with wavelet enhanced independent component analysis. Journal of Neuroscience Methods, 158, 300 312.
4. Croft, R. J. Barry, R. J. (2000). Removal of ocular artifact from the EEG: A review. Neurophysiologie Clinique, 30, 5 19.
5. Croft, R. J., Chandler, J. S., Barry, R. J., Cooper, N. R. Clarke, A. R. (2005). EOG correction: A comparison of four methods. Psychophysiology, 42, 16 24.
6. Delorme, A. Makeig, S. (2004). EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. Journal of Neuroscience Methods, 134, 9 21.
7. Flandrin, P., Rilling, G. Goncalves, P. (2004). Empirical mode decomposition as a filter bank. Signal Processing Letters, IEEE, 11, 112 114.
8. Frank, R. M. Frishkoff, G. A. (2007). Automated protocol for evaluation of electromagnetic component separation (APECS): Application of a framework for evaluating statistical methods of blink extraction from multichannel EEG. Neurophysiologie Clinique, 118, 80 97.
9. Gratton, G., Coles, M. G. Donchin, E. (1983). A new method for off-line removal of ocular artifact. Electroencephalography and Clinical Neurophysiology, 55, 468 484.
10. Hoffmann, S. Falkenstein, M. (2008). The correction of eye blink artefacts in the EEG: A comparison of two prominent methods. PLoS ONE, 3, e3004.
11. Huang, N. E., Shen, Z., Long, S. R., Wu, M. C., Shih, H. H., Zheng, Q., et al 1998). The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 454, 903 995.
12. Ille, N., Berg, P. Scherg, M. (2002). Artifact correction of the ongoing EEG using spatial filters based on artifact and brain signal topographies. Journal of Clinical Neurophysiology, 19, 113 124.
13. Joyce, C. A., Gorodnitsky, I. F. Kutas, M. (2004). Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology, 41, 313 325.
14. Jung, T. P., Makeig, S., Humphries, C., Lee, T. W., McKeown, M. J., Iragui, V., et al 2000). Removing electroencephalographic artifacts by blind source separation. Psychophysiology, 37, 163 178.
15. Li, W. (1990). Mutual information functions versus correlation functions. Journal of Statistical Physics, 60, 823 837.
16. Liang, H., Bressler, S. L., Buffalo, E. A., Desimone, R. Fries, P. (2005). Empirical mode decomposition of field potentials from macaque V4 in visual spatial attention. Biological Cybernetics, 92, 380 392.
17. Lindsen, J. P., Jones, R., Shimojo, S. Bhattacharya, J. (2010). Neural components underlying subjective preferential decision making. NeuroImage, 50, 1626 1632.
18. Matsuo, F., Peters, J. F. Reilly, E. L. (1975). Electrical phenomena associated with movements of the eyelid. Electroencephalography and Clinical Neurophysiology, 38, 507 511.
19. Picton, T. W., van Roon, P., Armilio, M. L., Berg, P., Ille, N. Scherg, M. (2000). The correction of ocular artifacts: A topographic perspective. Clinical Neurophysiology, 111, 53 65.
20. Quilter, P. M., MacGillivray, B. B. Wadbrook, D. G. (1977). The removal of eye movement artifact from the EEG signals using correlation techniques. Random Signal Analysis, IEEE Conference Publication, 159, 93-100.
21. Schlogl, A., Keinrath, C., Zimmermann, D., Scherer, R., Leeb, R. Pfurtscheller, G. (2007). A fully automated correction method of EOG artifacts in EEG recordings. Clinical Neurophysiology, 118, 98 104.
22. Sweeney-Reed, C. M. Nasuto, S. J. (2007). A novel approach to the detection of synchronisation in EEG based on empirical mode decomposition. Journal of Computational Neuroscience, 23, 79 111.
23. Verleger, R., Gasser, T. Mocks, J. (1982). Correction of EOG artifacts in event-related potentials of the EEG: Aspects of reliability and validity. Psychophysiology, 19, 472 480.
24. Vigario, R. N. (1997). Extraction of ocular artifacts from EEG using independent component analysis. Electroencephalography and Clinical Neurophysiology, 103, 395 404.