Abstract
Single-trial estimation of visual evoked potential (VEP) became a very interesting and challenge problem in biomedical signal processing at present. A method based on the independent component analysis (ICA) was proposed for single-trial detection of multi-channel VEP signals contaminated with background electroencephalograph (EEG). It achieved the satisfied results to show that the presented ICA method can be as an effective tool for single-trial VEP signal estimation in low SNR situation.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Regan, D.: Human Brain Electrophysiology, Evoked Potentials and Evoked Magnetic Field in Science and Medicine. Elsevier Science Publishing, New York (1989)
Livingstone, M., Hubel, D.: Segregation of Form, Color, Movement and Depth: Anatomy, Physiology, and Perception. Science 240, 740–749 (1988)
Karjalaninen, P.A., Kaipio, J., et al.: Subspace Regularization Method for the Sing-trial Estimation of Evoked Potentials. IEEE Transactions on Biomedical Engineering 18, 849–860 (1999)
Nitish, V.T.: Adaptive Filtering of Evoked Potential. IEEE Transactions on Biomedical Engineering 34, 6–12 (1987)
Comon, P.: Independent Component Analysis. A new Concept. Signal Processing 36, 287–314 (1994)
Bell, A.J., Sejnowski, T.J.: An Information-maximization Approach to Blind Separation and Blind Deconvolution. Neural Computation 7, 1129–1159 (1995)
Lee, T.W., et al.: Independent Component Analysis Using an Extended Infomax Algorithm for Mixed Subgaussian and Supergaussian. Neural Compution 11, 409–433 (1999)
Tootell, R., Hadjikhani, N., Mendola, J., Marrett, S., Dale, A.: From Retinotopy to Recognition: fMRI in Human Visual Cortex. Trends Cogn. Sci. 2, 174–183 (1998)
Derrington, A., Lennie, P.: Spatial and Temporal Contrast Sensitivities of Neurones in Lateral Geniculate Nucleus of Macaque. J. Physiol Lond 375, 219–240 (1984)
Sclar, G., Maunsell, J., Lennie, P.: Coding of Image Contrast in Central Visual Pathways of the Macaque Monkey. Vision Res. 30, 1–10 (1990)
Fung, K., Chan, F., et al.: A Tracting Evoked Potential Estimator. Signal Processing 36, 287–314 (1994)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Sun, L., Shen, M., Xu, W., Chan, F. (2004). Single-Trial Estimation of Multi-channel VEP Signals Using Independent Component Analysis. In: Yin, FL., Wang, J., Guo, C. (eds) Advances in Neural Networks – ISNN 2004. ISNN 2004. Lecture Notes in Computer Science, vol 3173. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-28647-9_120
Download citation
DOI: https://doi.org/10.1007/978-3-540-28647-9_120
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22841-7
Online ISBN: 978-3-540-28647-9
eBook Packages: Springer Book Archive