Validation of ICA as a tool to remove eye movement artifacts from EEG/ERP

Psychophysiology

Volumn 47, Issue 6, 2010, Pages 1142-1150

  Mennes, Maarten ^a   Wouters, Heidi ^a   Vanrumste, Bart ^a,b   Lagae, Lieven ^a   Stiers, Peter ^a,c  

^a UNIVERSITY OF LEUVEN   (Belgium)

^b Thomas More University College   (Belgium)

^c MAASTRICHT UNIVERSITY   (Netherlands)

Author keywords

Artifact removal; Blink artifact; EEG ERP; Independent component analysis; Validation

Indexed keywords

EID: 78649415987     PISSN: 00485772     EISSN: 14698986     Source Type: Journal    
DOI: 10.1111/j.1469-8986.2010.01015.x     Document Type: Article

References (35)

1. Bell, A. J., & Sejnowski, T. J. (1995). An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7, 1129-1159.
2. Berg, P., & Davies, M. B. (1988). Eyeblink-related potentials. Electroencephalography and Clinical Neurophysiology, 69, 1-5.
3. Berg, P., & Scherg, M. (1994). A multiple source approach to the correction of eye artifacts. Electroencephalography and Clinical Neurophysiology, 90, 229-241.
4. Corbetta, M., Kincade, J. M., & Shulman, G. L. (2002). Neural systems for visual orienting and their relationships to spatial working memory. Journal of Cognitive Neuroscience, 14, 508-523.
5. Croft, R. J., & Barry, R. J. (2000). EOG correction of blinks with saccade coefficients: A test and revision of the aligned-artifact average solution. Clinical Neurophysiology, 3, 444-455.
6. 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.
7. Debener, S., Hine, J., Bleeck, S., & Eyles, J. (2008). Source localization of auditory evoked potentials after cochlear implantation. Psychophysiology, 45, 20-24.
8. Delorme, A., & Makeig, S. (2004). EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics. Journal of Neuroscience Methods, 134, 9-21.
9. Esposito, F., Seifritz, E., Formisano, E., Morrone, R., Scarabino, T., Tedeschi, G., et al. (2003). Real-time independent component analysis of fMRI time-series. NeuroImage, 20, 2209-2224.
10. Flexer, A., Bauer, H., Pripfl, J., & Dorffner, G. (2005). Using ICA for removal of ocular artifacts in EEG recorded from blind participants. Neural Networks, 18, 998-1005.
11. Ford, M. R., Sands, S., & Lew, H. L. (2004). Overview of artifact reduction and removal in evoked potential and event-related potential recordings. Physical Medicine and Rehabilitation Clinics of North America, 15, 1-17.
12. 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. Clinical Neurophysiology, 118, 80-97.
13. Friston, K. J., Frith, C. D., Liddle, P. F., & Frackowiak, R. S. J. (1991). Comparing functional (PET) images: The assessment of significant change. Journal of Cerebal Blood Flow and Metabolsim, 11, 690-699.
14. Gratton, G., Coles, M. G. H., & Donchin, E. (1983). A new method for off-line removal of ocular artifact. Electroencephalography and Clinical Neurophysiology, 55, 468-484.
15. Huang, R. S., Jung, T.-P., Delorme, A., & Makeig, S. (2008). Tonic and phasic electroencephalographic dynamics during continuous compensatory tracking. NeuroImage, 39, 1896-1909.
16. Iidaka, T., Matsumoto, A., Nogawa, J., Yamamoto, Y., & Sadato, N. (2006). Frontoparietal network involved in successful retrieval from episodic memory. Spatial and temporal analyses using fMRI and ERP. Cerebal Cortex, 16, 1349-1360.
17. 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.
18. Iwasaki, M., Kellinghaus, C., Alexopoulos, A. V., Burgess, R. C., Kumar, A. N., Han, Y. H., et al. (2005). Effects of eyelid closure, blinks, and eye movements on the electroencephalogram. Clinical Neurophysiology, 116, 878-885.
19. 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.
20. Jung, T.-P., Humphries, C., Lee, T.-W., Makeig, S., McKeown, M. J., Iragui, V., et al. (1998a). Extended ICA removes artifacts from electroencephalographic data. Advances in Neural Information Processing Systems, 10, 894-900.
21. Jung, T.-P., Humphries, C., Lee, T.-W., Makeig, S., McKeown, M. J., Iragui, V., et al. (1998b). Removing electroencephalographic artifacts: Comparison between ICA and PCA. Neural Networks Signal Processing, VIII, 63-72.
22. Jung, T.-P., Makeig, S., Humphries, C., Lee, T.-W., McKeown, M. J., Iragui, V., et al. (2000a). Removing electroencephalographic artifacts by blind source separation. Psychophysiology, 37, 163-178.
23. Jung, T.-P., Makeig, S., Westerfield, M., Townsend, J., Courchesne, E., & Sejnowski, T. J. (2000b). Removal of eye activity artifacts from visual event-related potentials in normal and clinical participants. Clinical Neurophysiology, 111, 1745-1758.
24. Jung, T.-P., Makeig, S., Westerfield, W., Townsend, J., Courchesne, E., & Sejnowski, T. J. (2001). Analysis and visualization of single-trial event-related potentials. Human Brain Mapping, 14, 166-185.
25. Kansaku, K., Muraki, S., Umeyama, S., Nishimori, Y., Kochiyama, T., Yamane, S., et al. (2005). Cortical activity in multiple motor areas during sequential finger movements: An application of independent component analysis. NeuroImage, 28, 669-681.
26. Makeig, S., Delorme, A., Westerfield, M., Jung, T.-P., Townsend, J., Courchesne, E., et al. (2004). Electroencephalographic brain dynamics following manually responded visual targets. PLOS Biology, 2, 747-762.
27. Posner, M. I. (1980). Orienting of attention. Quarterly Journal of Experimental Psychology, 32, 3-25.
28. Romero, S., Mananas, M. A., & Barbanoj, M. J. (2008). A comparative study of automatic techniques for ocular artifact reduction in spontaneous EEG signals based on clinical target variables: A simulation case. Computers in Biology and Medicine, 38, 348-360.
29. Slagter, H. A., Lutz, A., Greischar, L. L., Francis, A. D., Nieuwenhuis, S., Davis, J. M., et al. (2007). Mental training affects distribution of limited brain resources. PLOS Biology, 5(6), e138.
30. Stone, J. V. (2002). Independent component analysis: An introduction. Trends in Cognitive Sciences, 6, 59-64.
31. Verleger, R., Gasser, T., & Möcks, J. (1982). Correction of EOG artifacts in event-related potentials of the EEG: Aspects of reliability and validity. Psychophysiology, 19, 472-480.
32. Vigario, R., Sarela, J., Jousmaki, V., Hamalainen, M., & Oja, E. (2000). Independent component approach to the analysis of EEG and MEG recordings. IEEE Transactions on Biomedical Engineering, 47, 589-593.
33. Vigario, R. N. (1997). Extraction of ocular artefacts from EEG using independent component analysis. Electroencephalography and Clinical Neurophysiology, 103, 395-404.
34. Worsley, K. J., Evans, A. C., Marrett, S., & Neelin, P. (1992). A three-dimensional statistical analysis for rCBF activation studies in human brain. Journal of Cerebral Blood Flow and Metabolism, 12, 900-918.
35. Zeki, S., Perry, R. J., & Bartels, A. (2003). The processing of kinetic contours in the brain. Cerebal Cortex, 13, 189-202.