Online removal of ocular artifacts from single channel EEG for ubiquitous healthcare applications

Proceedings of the 4th International Conference on Ubiquitous Information Technologies and Applications, ICUT 2009

Volumn , Issue , 2009, Pages

  Shin, Hanjun ^a   Kim, Himchan ^a   Lee, Sangjin ^a   Kang, Jaewoo ^a  

^a Korea University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

BODY AREA NETWORK; EEG SIGNALS; NOISE MODELS; OCULAR ARTIFACTS; OFFLINE; SENSOR DATA; SERVICE ARCHITECTURE; SINGLE CHANNELS; SINGULAR SPECTRUM; TECHNOLOGY PLATFORMS; U-HEALTHCARE; UBIQUITOUS HEALTH CARE; UBIQUITOUS HEALTHCARE SYSTEM; WIRELESS SENSOR;

DATA HANDLING; ELECTROENCEPHALOGRAPHY; INFORMATION TECHNOLOGY; QUALITY OF SERVICE; SENSORS; SIGNAL TO NOISE RATIO; TECHNOLOGY TRANSFER;

HEALTH CARE;

EID: 77951201313     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICUT.2009.5405708     Document Type: Conference Paper

References (29)

1. A. Bell, and T. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution", Neural Computation, 1995, vol. 7 pp. 1129-1159.
2. A.M. Tome, A.R. Teixeira, E.W Lang, and A. Martins da Silva, "Greedy kernel PCA applied to single-channel EEG recordings", Proceedings of the 29th Annuals International Conference of the IEEE EMBS 2007, Lyon, France, 2007, pp. 5441-5444.
3. A.R. Teixeira, A.M. Tome, E.W Lang, P. Gruber, and A. Martins da Silva, "On the use of clustering and local singular spectrum analysis to remove ocular artifacts from electroencephalograms", Proceedings of International Joint Conference on Neural Networks 2005, Montreal, Canada, 2005, pp. 2514-2519.
4. A.R. Teixeira, A.M. Tome, K. Stadlthanner, and E.W. Lang, "Nonlinear projective techniques to extract artifacts in biomedical signals" Proceedings of International Joint Conference on Neural Networks 2005, Montreal, Canada, 2005, pp. 2514-2519.
5. B.J. Fisch, Fisch and Spehlmann's EEG Primer, 2nd edition, Elsevier Amsterdam, The Netherlands, 1991, pp. 108-124.
6. D.O. Kang, H.J. Lee, E.J. Ko, K. Kang, and J. Lee. "A Wearable Context Aware System for Ubiquitous Healthcare", Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE.
7. D.S. Broomhead, and G.P. King, "Extracting qualitative dynamics from experimental data", Physica D, 1986, vol. 20, pp. 217-236.
8. E. Jovanov, A. O'Donnell Lords, D. Raskovic, P. G. Cox, R. Adhami, and F. Andrasik, "Stress monitoring using a distributed wireless intelligent sensor system", Engineering in Medicine and Biology Magazine, IEEE, 2003, Vol. 22, No. 3, pp. 49-55
9. E. Urrestaraze, J. Iriarte, M. Alegre, M. Valencia, C. Viteri, and J. Artieda, "Independent component analysis removing artifacts in ictal recordings", Epilepsia, 2004, vol. 45(9) pp. 1071-1078.
10. G. Gratton, M.G.H. Coles, and E. Donchin, "A new method for the off-line removal of ocular artifact", Electroencephalography and Clinical Neurophysiology, 1983, vol. 55 pp. 468-484.
11. G.L. Wallstrom, R.E. Kass, A. Miller, J.F. Cohn, and N.A. Fox, "Automatic correction of ocular artifacts in the EEG: a comparision of regression-based and component-based method", International Journal of Psychophysiology, 2004, vol. 53 pp. 105-119.
12. G.L. Wallstrom, R.E. Kass, A. Miller, J.F. Cohn, and N.A. Fox, Correction of ocular artifacts in the EEG using Bayesian adaptive regression splines. Case Studies in Bayesian Statistics, vol. 6. Springer-Verlag, New York, NY, 2002.
13. H. Jang, S. Kim, and C. Bae, "Personalized healthcare through intelligent gadgets", Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE.
14. H. Li, and R. Kohno, "Body Area Network and Its Standardization at IEEE 802.15.MBAN", Advances in Mobile and Wireless Communications Summit, 2007, vol. 16, pp. 223-238.
15. H. Zha, and H.D. Simon, "On updating problems in latent semantic indexing", SIAM J. Sci. Comput., 1999, vol. 21(2) pp. 782-791.
16. J. Zhu, L. Gao, and X. Zhang, "Preliminary Research on Wearable Healthcare in Ubiquitous Computing Age," CSSE, 2008, vol. 3, pp. 519-523.
17. M. A. Lebedev and M.A.L. Nicolelis, "Brain-machine interfaces: past, present, and future", Trends in Neuroscience, 2006, vol. 29, No. 9.
18. M. Brand, "Fast online svd revisions for lightweight recommender system", Proceedings of the 3rd SIAM International Conference on Data Mining, 2003, pp. 37-46
19. M. Gu, and E.C. Eisenstat, "A stable and fast algorithm for updating the singular value decomposition". Tech. Report YALEU/DCS/RR-966, Department of Computer Science, Yale University, New Heaven, CT., 1994.
20. M.W. Berry, S.T. Dumais, and G.W. O'Brien, (1995) "Using linear algebra for intelligent information retrieval", SIAM Rev., 1995, vol. 37(4) pp. 573-595.
21. O.G. Lins, T.W. Picton, P. Berg, and M. Scherg, "Ocular artifacts in recording EEGs and event-related potentials: II. Source dipoles and source components", Brain Topography, 1993, vol. 6(1) pp. 65-78.
22. P. Berg, and M. Sherg, "Dipole modeling of eye activity and its application to the removal of eye artefacts from the EEG and MEG", Clinical and Physiological Measurement, 1991b, vol. 12(Suppl. A) pp. 49-54.
23. P. Berg, and M. Sherg, "Dipole models of eye movements and blinks", Electroencephalography and Clinical Neurophysiology. 1991a, vol. 79 pp. 36-44.
24. R.J. Croft, and R.J. Barry, "Removal of ocular artifact from the eeg: a review", Neurophysiolgie. Clin., 2000, vol. 30 pp. 5-19.
25. T. Elbert, W. Lutzenberger, B. Rockstroh, and N. Birbaumer, "Removal of ocular artifacts from the EEG - a biophysical approach to the EOG", Electroencephalography and Clinical Neurophysiology, 1985, vol. 60 pp. 455-463.
26. T.P. Jung, S. Makeig, C. Humphries, T.W. Lee, M.J. Mckeown, V. Iragui, and T.J. Sejnowski, "Removing electroencephalographic artifacts by blind source separation", Psychophysiology, 2000, vol. 37 pp. 163-178.
27. U. Varshney, "Pervasive healthcare and wireless health monitoring", Mobile Networks and Applications, 2007, Vol. 12, Issue 2-3, pp. 113-127. (Pubitemid 47324544)
28. W. Zhou, and J. Gotman, "Removing eye-movement artifacts from the EEG during the intracarotid amobarbital procedure", Epilepsia, 2005, vol. 46(3) pp. 409-414.
29. NeuroSky Inc. http://www.neurosky.com