Separating the different components of spontaneous EEG by optimized ICA

Proceedings of 2003 International Conference on Neural Networks and Signal Processing, ICNNSP'03

Volumn 2, Issue , 2003, Pages 1334-1337

  Liu, Dalu ^a   Jian, Zhaohui ^a   Feng, Huanqing ^a  

^a UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

Components; Distribution; ICA; Simulated annealing (SA); Skull projected

Indexed keywords

COMPONENTS; DISTRIBUTION; EEG RECORDING; EEG RHYTHMS; ICA; MENTAL ACTIVITY; MENTAL EEG; MENTAL TASKS; SKULL-PROJECTED;

BRAIN; INDEPENDENT COMPONENT ANALYSIS; NEURAL NETWORKS; SIGNAL PROCESSING;

SIMULATED ANNEALING;

EID: 67349097661     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICNNSP.2003.1281118     Document Type: Conference Paper

References (11)

1. Woestenburg JC, Verbaten MN, Slangen JL, "The removal of the eye-movementartifact from the EEG by regression analysis in the frequency domain". Biol Psychol; 16:127-147.1983.
2. Lagerlund TD, etc, "Spatial Filtering of multichannel electroencephalographic recordings through principal component analysis by singular value decomposition". J Clin Neurophysio; 14(1) 71-82 1997.
3. Makeig S, Anthony J. Bell, Tzyy-Ping Jung and Terrence J. Sejnowski, "Independent component analysis of electroencephalographic data" Advances in Neural Information Processing Systems 8:145-151 1996.
4. http://www.cs.colostate.edu/~anderson/res/eeg/
5. C. Anderson, S. Devulapalli, and E. Stolz. "Determining Mental State from EEG Signals Using Neural Networks". Scientific Programming, Special Issue on Applications Analysis, 4, 3, 171-183 Fall, 1995.
6. Donoho, D.L, "De-noising by soft-thresholding" Information Theory, IEEE Transactions on Volume: 41 Issue: 3, Page(s): 613-627 May 1995.
7. T.P. Jung, C. Humphries, T.W. Lee, S. etc, "Removing electroen-cephalographic artifacts: Comparison between ICA and PCA". Neural Netw. Sign. Proc. VIII 63-72 1998.
8. M. J, McKeown, S. Makeig, G. G. Brown, T.-P. Jung, S. S. Kindermann, A. J. Bell, and T. J. Sejnowski, "Analysis of fMRI data by blind separation into independent spatial components," Hum. Br. Map., vol. 6, pp. 160-188, 1998.
9. Makeig S, Enghoff S, Jung TP, and Sejnowski TJ, "Moving-window ICA decomposition of EEG data reveals event-related changes in oscillatory brain activity". Second International Workshop on Independent Component Analysis and Signal Separation, Helsinki, pp. 627-32, 2000.
10. Tzyy-Ping Jung, Scott Makeig et, "Analysis and Visualization of Single-Trial Event-Related Potentials". Human Brain Mapping 14:166-185 2001.
11. C. Anderson and Z. Sijercic, "Classification of EEG signals from Four Subjects During Five Mental Tasks". In Solving Engineering Problems with Neural Networks: Proceedings of the Conference on Engineering Applications in Neural Networks (EANN'96), 1996.