Seizure prediction for epilepsy using a multi-stage phase synchrony based system

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 25-28

  James, Christopher J ^a   Gupta, Disha ^a  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

FORECASTING; INDEPENDENT COMPONENT ANALYSIS; NEUROLOGY;

CONSTRAINED INDEPENDENT COMPONENT ANALYSIS; EPILEPTIC PATIENTS; GAUSSIAN MIXTURE MODEL; MULTICHANNEL; PHASE SYNCHRONY; SEIZURE ONSET; SEIZURE PREDICTION; SIGNAL PROCESSING TECHNIQUE;

SIGNAL PROCESSING;

EID: 77951009946     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5334898     Document Type: Conference Paper

References (19)

1. J. P. Lachaux, E. Rodriguez, J. Martinerie, F. J. Varela, "Measuring phase synchrony in brain signals," Human Brain Mapping, vol.8(4), pp. 194-208, 1999.
2. F. Mormann, K. Lehnertz, P. David and C. E. Elger, "Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients", Physica D, 114, pp. 358-369, 2000.
3. M. Le. Van Quyen, "Anticipating epileptic seizures: from mathematics to clinical applications," C R Biol., vol.328(2), pp. 187-198, 2005.
4. K. Ansari-Asl, L. Senhadji, JJ Bellanger, F. Wendling, "Quantitative evaluation of linear and nonlinear methods characterizing interdependencies between brain signals", Phys Rev E Stat Nonlin Soft Matter Phys. Vol 74, 2006.
5. D. Gupta, C. J. James and W. P. Gray, "Phase synchronization with ICA for epileptic seizure onset prediction in the long term EEG," in 2008 Proc. of MEDSIP Intl. Conf.
6. N. C. Noel, "Dynamical Embedding and Feature extraction of electroencephalographic data," M.S. thesis, Aston Univ., UK., 1998.
7. C. J. James and D. D'Alimonte, "Tracking multisource brain activity in multi-channel EEG with a probabilistic model through ICA," in 2004 Proc. MEDICON2004 Conf.
8. P. N. Hughes and L. Tarassenko, "Novel signal shape descriptors through wavelet transforms and dimensionality reduction," in 2003 Proc. SPIE: Intl.. Soc. for Optical Engg., pp. 763-773.
9. M. E. Tipping, "Topographic Mappings and Feed-Forward Neural Networks," Ph.D. dissertation Aston University, U.K., 1996.
10. D. Lowe, "Feed-forward neural networks and topographic mappings for exploratory data analysis," Neural. Computing. and Application., vol.. 4, pp. 83-95, 1996.
11. D. Lowe, "Feature space embeddings for extracting structure from single channel wake EEG using RBF networks," Neural Networks for Signal Processing VIII, IEEE Sig. Proc. Soc., 31, 428-437, 1998.
12. I. T. Nabney, NETLAB Algorithms for Pattern Recognition. Springer-Verlag London, 2004, pp. 79-116.
13. C. J. James and C. W. Hesse, "Independent Component Analysis for biomedical signals," Phys. Meas., vol.26, pp. 15-39, 2005.
14. A. Hyvärinen, J. .Karhunen, and E. Oja, Independent Component Analysis, John Wiley Sons, USA, 2001.
15. C. W. Hesse and C. J. James, "The FastICA algorithm with spatial constraints," IEEE Signal Processing Letters, vol.12, 2005.
16. M. G, Rosenblum, A. S. Pikovsky and J. Kurths, "Phase synchronization of chaotic oscillations," Phys.Rev. Lett., vol.76, pp. 1804-1807, 1996.
17. th Intl. Conf.
18. W. Pieczynski, J. Bouvrais and C. Michel, "Estimation of generalized mixture in the case of correlated sensors," IEEE Trans. on Image Proces., vol.9, pp. 308-311, 2000.
19. M. O. Szummer, "Learning from Partially Labeled Data," Ph.D. dissertation, Massachusetts Institute of Technology, USA, 2002.