Automatic removal of ocular artifacts in the EEG without an EOG reference channel

Proceedings of the 7th Nordic Signal Processing Symposium, NORSIG 2006

Volumn , Issue , 2006, Pages 130-133

  Gómez Herrero, Germán ^a   De Clercq, Wim ^b,c   Anwar, Haroon ^a   Kara, Olga ^a   Egiazarian, Karen ^a   Van Huffel, Sabine ^b,c   Van Paesschen, Wim ^b,d  

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

^b UNIVERSITY OF LEUVEN   (Belgium)

^c Dept of Electrical Engineering ^*  (Belgium)

^d UNIVERSITY HOSPITALS LEUVEN   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

BLIND SOURCE SEPARATION; SIGNAL PROCESSING;

EOG ELECTRODES; ICTAL ACTIVITY;

ELECTROENCEPHALOGRAPHY;

EID: 39049131257     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NORSIG.2006.275210     Document Type: Conference Paper

References (13)

1. R. J. Croft and R. J. Barry, "Removal of ocular artifact from the EEG: a review," Neurophysiol. Clin., vol. 49, pp. 5-19, 2000.
2. Garrick L. Wallstrom, Robert E. Kass, Anita Miller, Jeffrey F. Cohn, and Nathan A. Fox, "Automatic correction of ocular artifacts in the EEG: a comparison of regression-based and component-based methods," Int. J. of Psychophysiol., vol. 53, pp. 105-119, 2004.
3. ∞ adaptive filters for eye blink artifact minimization from electroencephalogram," IEEE Sig. Proc. Lett., vol. 12, no. 12, pp. 816-819, 2005.
4. T. D. Lagerlund, F. W. Sharbrough, and N. E. Busacker, "Spatial filtering of multichannel electroencephalographic recordings through principal component analysis by singular value decomposition," J. Clin. Neurophysiol., vol. 14, pp. 73-82, 1997.
5. P. K. Sadasivan and D. N. Dutt, "SVD based technique for noise reduction in electroencephalographi signals," Signal Processing, vol. 55, pp. 179-189, 1996.
6. T-P. Jung, S. Makeig, C. Humphries, T-W. Lee, M. J. McKeown, V. lragui, and T. J. Sejnowski, "Removing electroencephalographic artifacts by blind source separation," Psychophysiology, vol. 37, pp. 163-178, 2000.
7. A. C. Tang, M. T. Sutherland, and C. J. McKinney, "Validation of SOBI components from high-density EEG," NeuroImage, vol. 25, pp. 539-553, 2004.
8. C. A. Joyce, I. F. Gorodnitsky, and M. Kutas, "Automatic removal of eye movement and blink artifacts from eeg data using blind component separation," Psychophysiology, vol. 41, pp. 313-325, 2004.
9. S. Faul, L. Marname, G. Lightbody, G. Boylan, and S. Connolly, "A method for the blind separation of sources for use as the first stage of a neonatal seizure detection system," in Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, 2005, vol. 5, pp. 409-412.
10. A. Belouchrani, K. Abed-Meraim, J.-F. Cardoso, and E. Moulines, "A blind source separation technique using second-order statistics," IEEE Transactions on Signal Processing, vol. 45, pp. 434-444, 1997.
11. A. Accardo, M. Affinito, M. Carrozzi, and F. Bouquet, "Use of the fractal dimension for the analysis of electroencephalographic time series," Biol. Cybern., vol. 77, pp. 339-350, 1997.
12. C. Sevcik, "A procedure to estimate the fractal dimension of waveforms," Complexity International, vol. 5, 1998, Online: http://journal-ci.csse.monash.edu.au/ci/vol05/sevcik/.
13. "Automatic artifact removal toolbox for Matlab," 2006, http://www.cs.tut.fi/~gomezher/software/.