Single-trial evoked brain responses modeled by multivariate matching pursuit

IEEE Transactions on Biomedical Engineering

Volumn 56, Issue 1, 2009, Pages 74-82

  Sieluzycki, Cezary ^a,b   König, Reinhard ^a   Matysiak, Artur ^c   Kuś, Rafał ^c   Ircha, Dobiesław ^c   Durka, Piotr J ^c  

^a LEIBNIZ INSTITUTE FOR NEUROBIOLOGY   (Germany)

^b WROCLAW UNIVERSITY OF TECHNOLOGY   (Poland)

^c UNIVERSITY OF WARSAW   (Poland)

Author keywords

Auditory evoked fields (AEF); Electroencephalography (EEG); Magnetoencephalography (MEG); Multivariate matching pursuit (MMP)

Indexed keywords

AUDITORY EVOKED FIELDS (AEF); AUDITORY STIMULATIONS; BRAIN RESPONSE; DATA SETS; ELECTROMAGNETIC POTENTIALS; EXHAUSTIVE SEARCHES; GABOR FUNCTIONS; GAUSSIANS; MATCHING PURSUIT ALGORITHMS; MULTIVARIATE MATCHING PURSUIT (MMP); NEW APPROACHES; PEAK AMPLITUDES; SIGNAL STRUCTURES; SINGLE TRIALS; TIME FREQUENCIES; WAVE FORMS;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; MAGNETIC FIELDS; MAGNETOENCEPHALOGRAPHY; RESTORATION; ULSI CIRCUITS;

FREQUENCY RESPONSE;

ALGORITHMS; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; EVOKED POTENTIALS, AUDITORY; HUMANS; MAGNETOENCEPHALOGRAPHY; MODELS, NEUROLOGICAL; MULTIVARIATE ANALYSIS; NORMAL DISTRIBUTION;

EID: 60649099262     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2008.2002151     Document Type: Article

References (35)

1. M. Hämäläinen, R. Hari, R. J. Ilmoniemi, J. Knuutila, and O. V. Lounasmaa, "Magnetoencephalography - Theory, instrumentation, and applications to noninvasive studies of the working human brain," Rev. Modern Phys., vol. 65, pp. 413-497, 1993.
2. Z.-L. Lu and L. Kaufman, Magnetic Source Imaging of the Human Brain. Philadelphia, PA : Lawrence Erlbaum Associates, 2003.
3. E. Niedermayer and F. Lopes da Silva, Electroencephalography: Basic Principles, Clinical Applications and Related Fields, 4th ed. Baltimore, MD: Williams & Wilkins, 1999.
4. E. Callaway III, "Habituation of averaged evoked potentials in man," in Habituation, H. V. S. Peeke and M. J. Herz, Eds. New York: Academic, 1973, vol. 2, pp. 153-174.
5. E. A. Bartnik, K. J. Blinowska, and P. J. Durka, "Single evoked potential reconstruction by means of wavelet transform," Biol. Cybern., vol. 67, pp. 175-181, 1992.
6. J. Cao, N. Murata, S. Amari, A. Cichocki, and T. Takeda, " Independent component analysis for unaveraged single-trial MEG data decomposition and single-dipole source localization," Neurocomputing, vol. 49, pp. 255-277, 2002.
7. A. Delorme, S. Makeig, M. Fabre-Thorpe, and T. Sejnowski, "From single-trial EEG to brain area dynamics," Neurocomputing, vol. 44-46, pp. 1057-1064, 2002.
8. T.-P. Jung, S. Makeig, M. Westerfield, J. Townsend, E. Courchesne, and T. J. Sejnowski, "Analysis and visualization of single-trial event-related potentials," Hum. Brain Mapp., vol. 14, pp. 166-185, 2001.
9. A. P. Bagshaw and T. Warbrick, "Single-trial variability of EEG and fMRI responses to visual stimuli," Neuroimage, vol. 38, pp. 280-292, 2007.
10. S. Debener, M. Ullsperger, M. Siegel, K. Fiehler, D. Y. von Cramon, and A. Engel, "Trial-by-trial coupling of concurrent electroencephalogram and functional magnetic resonance imaging identifies the dynamics of performance monitoring," J. Neurosci., vol. 25, pp. 11 730 -11 737, 2005.
11. T. Eichele, K. Specht, M. Moosmann, M. L. A. Jongsma, R. Quian Quiroga, H. Nordby, and K. Hughdal, "Assessing the spatiotemporal evolution of neuronal activation with single-trial event-related potentials and functional MRI," in Proc. Nat. Acad. Sci. USA, 2005, vol. 102, pp. 17 798-17 803.
12. A. Effern, K. Lehnertz, G. Fernández, T. Grunwald, P. David, and C. E. Elger, "Single-trial analysis of event-related potentials: Nonlinear denoising with wavelets," Clin. Neurophysiol., vol. 111, pp. 2255-2263, 2000.
13. R. Q. Quiroga and E. L. J. M. van Luijtelaar, "Habituation and sensitization in rat auditory evoked potentials: A single-trial analysis with wavelet denoising," Int. J. Psychophysiol., vol. 43, pp. 141-153, 2002.
14. N. P. Bechtereva, Y. L. Gogolitsin, and S. V. Pakhomov, "Single-trial decomposition: A new approach to the analysis of neuronal reactions during psychological tasks," Int. J. Psychophysiol., vol. 3, pp. 275-286, 1986.
15. J. C. de Munck, F. Bijma, P. Gaura, C. A. Sielużycki, M. I. Branco, and R. M. Heethaar, "A maximum-likelihood estimator for trial-to-trial variations in noisy MEG/EEG datasets," IEEE Trans. Biomed. Eng., vol. 51, no. 12, pp. 2123-2128, Dec. 2004.
16. T. Gasser, J. Möcks, and R. Verleger, "SELAVCO: A method to deal with trial-to-trial variability of evoked potentials," Electroencephalogr. Clin. Neurophysiol., vol. 55, pp. 717-723, 1983.
17. J. J. Riera-Díaz, J. A. Carballo-González, R. Biscay-Lirio, and P. A. Valdés-Sosa, "The estimation of event-related potentials affected by random shifts and scalings," Int. J. Bio. Med. Comput., vol. 38, no. 2, pp. 109- 120, 1995.
18. J. Möcks, T. Gasser, and P. D. Tuan, "Variability of single-visual evoked potentials evaluated by two new statistical tests," Electroencephalogr. Clin. Neurophysiol., vol. 57, pp. 571- 580, 1984.
19. J.-P. Lachaux, A. Lutz, D. Rudrauf, D. Cosmelli, M. L. V. Quyen, J. Martinerie, and F. Varela, "Estimating the time-course of coherence between single-trial brain signals: An introduction to wavelet coherence," Clin. Neurophysiol., vol. 32, pp. 157-174, Jun. 2002.
20. V. Mäkinen, H. Tiitinen, and P. May, "Auditory event-related responses are generated independently of ongoing brain activity," Neuroimage, vol. 24, pp. 961-968, 2005.
21. W. Truccolo, M. Ding, K. Knuth, R. Nakamura, and S. Bressler, "Trial-to-trial variability of cortical evoked responses: Implications for the analysis of functional connectivity," Clin. Neurophysiol., vol. 113, pp. 206-226, 2002.
22. N. A. Laskaris and A. A. Ioannides, "Exploratory data analysis of evoked response single trials based on minimal spanning tree," Clin. Neurophysiol., vol. 112, pp. 698 -712, 2001.
23. A. R. Haig, E. Gordon, G. Rogers, and J. Anderson, "Classification of single-trial ERP subtypes: Application of globally optimal vector quantization using simulated annealing," Electroencephalogr. Clin. Neurophysiol., vol. 94, pp. 288-297, 1995.
24. J. J. Westerkamp and J. I. Aunon, "Optimum multielectrode a posteriori estimates of single-response evoked potentials," IEEE Trans. Biomed. Eng., vol. BME-34, no. 1, pp. 13-22, Jan. 1987.
25. S. D. Georgiadis, P. O. Ranta-aho, M. P. Tarvainen, and P. A. Karjalainen, "Single-trial dynamical estimation of event-related potentials: A Kalman filter-based approach," IEEE Trans. Biomed. Eng., vol. 52, no. 8, pp. 1397-1406, Aug. 2005.
26. A. Matysiak, P. J. Durka, E. Montes, M. Barwiński, P. Zwoliński, M. Roszkowski, and K. Blinowska, "Time-frequency-space localization of epileptic EEG oscillations," Acta Neurobiol. Exp., vol. 65, pp. 435-442, 2005.
27. P. J. Durka, A. Matysiak, E. M. Montes, P. V. Sosa, and K. J. Blinowska, "Multichannel matching pursuit and EEG inverse solutions," J. Neurosci. Methods, vol. 148, no. 1, pp. 49 -59, 2005.
28. P. J. Durka, Matching Pursuit and Unification in EEG Analysis (in (Engineering in Medicine and Biology ser.)). Norwood,MA: Artech House, 2007, (ISBN 978-1-58053-304-1) .
29. S. Mallat and Z. Zhang, "Matching pursuits with time - frequency dictionaries," IEEE Trans. Signal Process., vol. 41, pp. 3397-3415, Dec. 1993.
30. P. J. Durka, D. Ircha, and K. J. Blinowska, "Stochastic time-frequency dictionaries for matching pursuit," IEEE Trans. Signal Process., vol. 49, no. 3, pp. 507-510, Mar. 2001.
31. G. Davis, "Adaptive nonlinear approximations," Ph.D. dissertation, New York Univ., New York, 1994 [Online]. Available: ftp://cs.nyu.edu/ pub/wave/report/DissertationGDavis.ps.Z, [Online]. Available:
32. L. Kipiński, "Time-series analysis of nonstationary data in encephalography and related noise modeling," in Recent Advances in Mechatronics, R. Jabłoński, M. Turkowski, and R. Szewczyk, Eds. New York: Springer-Verlag, 2007, vol. 2, pp. 200-205.
33. J. C. de Munck, H. M. Huizenga, L. J. Waldorp, and R. A. Heethaar, "Estimating stationary dipoles from MEG/EEG data contaminated with spatially and temporally correlated background noise," IEEE Trans. Signal Process., vol. 50, no. 7, pp. 1565- 1572, Jul. 2002.
34. U. Malinowska, P. J. Durka, J. Żygierewicz, W. Szelenberger, and A. Wakarow, "Explicit parametrization of sleep EEG transients," Comput. Biol. Med., vol. 37, pp. 534-541, 2007.
35. P. J. Durka, W. Szelneberger, K. J. Blinowska, W. Androsiuk, and M. Myszka, "Adaptive time - frequency parametrization in pharmaco EEG," J. Neurosci. Methods, vol. 117, pp. 65-71, 2002.