PCA and ICA for the extraction of EEG dominant components in cerebral death assessment

Proceedings of the International Joint Conference on Neural Networks

Volumn 4, Issue , 2005, Pages 2532-2537

  La Foresta, Fabio ^a   Morabito, Francesco Carlo ^a   Azzerboni, Bruno ^b   Ipsale, Maurizio ^b  

^a UNIVERSITY MEDITERRANEA OF REGGIO CALABRIA   (Italy)

^b UNIVERSITY OF MESSINA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; EXTRAPOLATION; INDEPENDENT COMPONENT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; STATISTICAL METHODS;

CEREBRAL DEATH DIAGNOSIS; STATISTICAL INDEPENDENCE;

ELECTROENCEPHALOGRAPHY;

EID: 33750104023     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2005.1556301     Document Type: Conference Paper

References (11)

1. F.S. Tyner, J.R. Knotte, W.B. Mayer, Fundamentals of EEG Technology, vol. 2: Clinical Correlates, Raven Press, New York, 1989.
2. G. Chratian, Coma, other states of altered responsiveness, and brain death, Daly D.D., Pedley T.A., Raven Press, pp. 425-487, 1990.
3. G. Chratian, "Electrophysiologic evaluation of brain death: A clinical appraisal," iElectrodiagnosix in Clinical Neurology, Aminoff M. J. Ed., vol. 1, pp. 669-736, Churchill Livingstone, New York, 1986.
4. D. Shewmon, "Chronic 'brain death': meta-analysis and conceptual consequences," American Journal of Neurology, vol. 51, pp. 1538-1541, 1998.
5. D.R. Bennet, J.R. Hughes, J. Korein, J.K. Merlis and C. Suter, An Atlas of Electroencephalography in Coma and Cerebral Death, Raven Press, New York, 1976.
6. M. Van de Velde, I.R. Ghosh, and P.J. Cluitmans, "Context related artefact detection in prolonged EEG recordings," Computer Methods and Programs in Biomedicine, vol. 60, pp. 183-196, 1999.
7. T. Jung, C. Humphries, T.W. Lee, S. Makeig, M.J. McKeown, V. Iragui, T. Sejnowski, "Removing Electroencephalographic Artifacts: Comparison between ICA and PCA,' Neural Networks for Signal Processing, vol. VIII, pp. 63-72, 1998.
8. A. Delorme, S. Makeig, "EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics including independent component analysis," Journal of Neuroscience Methods, vol. 134, pp. 9-21, 2004.
9. A. Hyvarinen, J. Karhunen, E. Oja, Independent Component Analysis, John Wiley & Sons, Inc., 2001.
10. A.J. Bell and T.J. Sejnowski, "An information-maximisation approach to blind separation and blind deconvolution' Neural Computation, vol. 7, pp. 1129-1159, 1995.
11. T.W. Lee, M. Girolami, and T.J. Sejnowski, "Independent Component Analysis using an extended infomax algorithm for mixed sub-Gaussian and super-Gaussian sources:' Neural Computation, vol. 11(2), pp. 606-633, 1999.