A novel semi-blind signal extraction approach incorporating parafac for the removal of eye-blink artifact from EEGS

2007 15th International Conference on Digital Signal Processing, DSP 2007

Volumn , Issue , 2007, Pages 127-130

  Nazarpour, Kianoush ^a   Sanei, Saeid ^a   Chambers, Jonathan A ^a  

^a CARDIFF UNIVERSITY   (United Kingdom)

Author keywords

Artifact removal; Blind signal extraction; Electroencephalogram; Eye blink; Parallel factor analysis

Indexed keywords

ADAPTIVE FILTERING; BLIND SOURCE SEPARATION; BOOLEAN FUNCTIONS; DIGITAL SIGNAL PROCESSING; DIGITAL SIGNAL PROCESSORS; ELECTROENCEPHALOGRAPHY; MIXING; SIGNAL FILTERING AND PREDICTION; SIZE DISTRIBUTION;

BLIND SIGNAL EXTRACTION; DIGITAL SIGNALS; ELECTRO-ENCEPHALOGRAM (EEG) SIGNALS; EYE BLINKING; INTERNATIONAL CONFERENCES; MIXING MATRICES; PARAFAC; PARALLEL FACTOR (PARAFAC) ANALYSIS; PRIORI INFORMATIONS; PRIORI KNOWLEDGE; SEMI BLIND; SIGNAL EXTRACTION; SPATIAL DISTRIBUTION OF;

SIGNAL PROCESSING;

EID: 47649131659     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDSP.2007.4288535     Document Type: Conference Paper

References (12)

1. S. Sanei and J. A. Chambers, EEG Signal Processing, Wiley, New York, 2007.
2. A. Cichocki and S. Amari, Adaptive Blind Signal and Image Processing-Learning Algorithms and Applications, Wiley, New York, 2003.
3. M. Fatourechi, A. Bashashati, R. K. Ward, and G. E. Birch, "EMG and EOG artifacts in brain computer interface systems: A survey," Clin. Neurophysiol., 2007, in Press.
4. A. Schlögl, C. Keinrath, D. Zimmermann, R. Scherer, R. Leeb, and G. Pfurtscheller, "A fully automated correction method of EOG artifacts in EEG recordings," Clin. Neurophysiol., vol. 118, pp. 98-104, 2007.
5. K. H. Ting, P. C. W. Fung, C. Q. Chang, and F. H. Y. Chan, "Automatic correction of artifact from single-trial event-related potentials by blind source separation using second order statistics only," Med. Eng. Phys., vol. 28, pp. 780-794, 2006.
6. L. Shoker, S. Sanei, and J. A. Chambers, "Artifact removal from electroencephalograms using a hybrid BSS-SVM algorithm," IEEE Sig. Process. Lett., vol. 12, no. 10, pp. 721-724, 2005.
7. C. J. James and O. J. Gibson, "Temporally constrained ICA: An application to artifact rejection in electromagnetic brain signal analysis," IEEE Trans. Biomed. Eng., vol. 50, no. 9, pp. 1108-1116, 2003.
8. A. C. Soong and P. Z. Koles, "Principal-component localization of sources of the background EEG," IEEE Trans. Biomed. Eng., vol. 42, no. 1, pp. 59-67, 1995.
9. R. Bro, "PARAFAC: Tutorial and applications," Chemometrics Intell. Lab. Syst., vol. 38, pp. 149-171, 1997.
10. F. Miwakeichi, E. Martinez-Montes, P. A. Valdés-Sosa, N. Nishiyama, H. Mizuhara, and Y. Yamaguchia, "Decomposing EEG data into space-time-frequency components using parallel factor analysis," Neurolmage, vol. 22, pp. 1.035-1045, 2004.
11. X. Li and X. Zhang, "Sequential blind extraction adopting second-order statistics," IEEE Sig. Process. Lett., vol. 14, no. 1, pp. 58-61, 2007.
12. N. D. Sidiropoulos, G. B. Giannakis, and R. Bro, "Blind PARAMC receivers for DS-CDMA systems," IEEE Trans. Sig. Process., vol. 48, pp. 810-823, 2000.