Multi-dimensional space-time-frequency component analysis of event related EEG data using closed-form PARAFAC

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2009, Pages 349-352

  Weis, Martin ^a   Römer, Florian ^a   Haardt, Martin ^a   Jannek, Dunja ^a   Husar, Peter ^a  

^a ILMENAU UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

Event related EEG; Multi dimensional signal processing; PARAFAC; Tensor; Wigner Ville distribution

Indexed keywords

DATA HANDLING; ELECTROENCEPHALOGRAPHY; SPEECH COMMUNICATION; TENSORS; WIGNER-VILLE DISTRIBUTION;

ELECTROENCEPHALOGRAPHIC (EEG); INDIVIDUAL COMPONENTS; MULTI DIMENSIONAL; MULTI-DIMENSIONAL SPACE; MULTIDIMENSIONAL SIGNAL PROCESSING; PARAFAC; TIME FREQUENCY ANALYSIS; WAVELET TRANSFORMATIONS;

AUDIO SIGNAL PROCESSING;

EID: 70349445478     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/icassp.2009.4959592     Document Type: Conference Paper

References (17)

1. R. Bro, "PARAFAC. tutorial and applications", in Chemometrics and Intelligent Laboratory Systems, 38, pp. 149-171, 1997.
2. G.E. Chatrian, E. Lettich, and P.L. Nelson, "Ten percent electrode system for topographic studies of spontaneous and evoked EEG activities.", in American Journal of EEG Technology, vol. 25, pp. 83-92, 1985.
3. H. Choi and W.J. Williams, "Improved time-frequency representation of multicomponent signals using exponential kernels", in IEEE Trans. Acoust., Speech, Signal Process., vol. 37, no. 6, pp. 862-871, 1989.
4. L. Cohen, "Time-frequency analysis: Theory and applications", Prentice Hall, Upper Saddle River, NJ, 1995.
5. C.M. Guerrero, A.M. Triguerosand, and J.I. Franco, "Time-frequency EEG analysis in epilepsy: What is more suitable?", in Proceedings of the Fifth IEEE International Symposium on Signal Processing and Information Technology, pp. 202-207, Athens, Greece, 2005.
6. P. Husar, S. Berkes, and M. Drozd, "An approach to adaptive beamforming in measurement of EEG", in Proc. of the European Biomedical Engineering Congress (EMBEC), pp. 1438-1439, Vienna, Austria, 2002.
7. D. Jannek, F. Roemer, M. Weis, M. Haardt, and P. Husar, "Identification of signal components in multi-channel EEG signals via closed-form PARAFAC analysis and appropriate preprocessing", European Biomedical Engineering Congress (EMBEC), Antwerp, Belgium, November, 2008, scheduled to appear.
8. L. De Lathauwer, B. de Moor, and J. Vandewalle, "A multilinear singular value decomposition", SIAM J. Matrix Anal. Appl., vol. 21, no. 4, 2000.
9. F. Miwakeichi, E. Martínez-Montes, and P.A. Valdés-Sosa, "Decomposing EEG data into space-time-frequency components using parallel factor analysis", in Neuroimage 22(3), pp. 1035-1045, 2004.
10. M. Mørup, L.K. Hansen, and C.S. Hermann, "Parallel factor analysis as an exploratory tool for wavelet transformed event-related EEG", in NeuroImage 29(3), pp. 938-947, 2006.
11. R.D. Pascual-Marqui, C.M. Michel, and D. Lehmann, "Low resolution electromagnetic tomography: A new method for localizing electrical activity in the brain", in Int J Psychophysiol 18, pp. 49-65, 1994.
12. F. Roemer and M. Haardt, "A closed-form solution for multilinear PARAFAC decompositions", in Proc. 5-th IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM 2008), pp. 487-491, Darmstadt, Germany, July 2008.
13. F. Roemer and M. Haardt, "A closed-form solution for parallel factor (PARAFAC) analysis", in Proc. IEEE Int. Conf. Acoust., Speech, and Signal Processing (ICASSP), pp. 2365-2368, Las Vegas, NV, April 2008.
14. C. Torrence and G. Compo, "A practical guide to wavelet analysis", in Bull Amer Meteorol 79(1), pp. 61-78, 1998.
15. J. Ville, "Théorie et applications de la notion de signal analytique", in Câbles et transmissions, vol. 2A, pp. 66-74, 1948.
16. M. De Vos, L. De Lathauwer, and B. Vanrumste, "Canonical decomposition of ictal scalp EEG and accurate source localisation: Principles and simulation study", in Comput. Intell. Neurosci., 2007.
17. E.P. Wigner, "On the quantum correction for thermodynamic equilibrium", in Phys. Rev., vol. 40, pp. 749-759, 1932.