A novel method for reliable and fast extraction of neuronal EEG/MEG oscillations on the basis of spatio-spectral decomposition

NeuroImage

Volumn 55, Issue 4, 2011, Pages 1528-1535

  Nikulin, Vadim V ^a,b   Nolte, Guido ^c   Curio, Gabriel ^a,b  

^a CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

^b BERNSTEIN CENTER FOR COMPUTATIONAL NEUROSCIENCE   (Germany)

^c FRAUNHOFER FIRST   (Germany)

Author keywords

Alpha; EEG; MEG; Oscillations; Synchronization

Indexed keywords

ACCURACY; ARTICLE; ELECTROENCEPHALOGRAPHY; FEMALE; HUMAN; HUMAN EXPERIMENT; INDEPENDENT COMPONENT ANALYSIS; MAGNETOENCEPHALOGRAPHY; MALE; MATHEMATICAL ANALYSIS; METHODOLOGY; NEUROIMAGING; OSCILLATION; PRIORITY JOURNAL; PROCESS OPTIMIZATION; SIGNAL NOISE RATIO; SIMULATION; SPATIO SPECTRAL DECOMPOSITION; TOPOGRAPHY; VELOCITY;

ADULT; ALGORITHMS; BIOLOGICAL CLOCKS; BRAIN MAPPING; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FEMALE; HUMANS; MAGNETOENCEPHALOGRAPHY; MALE; OSCILLOMETRY; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 79952696414     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2011.01.057     Document Type: Article

References (28)

1. Bell A.J., Sejnowski T.J. An information maximisation approach to blind separation and blind deconvolution. Neural. Comput. 1995, 7:1129-1159.
2. Belouchrani A., Abed-Meraim K., Cardoso J.-F., Moulines E. A blind source separation technique using second-order statistics. IEEE Trans. Signal Process. 1997, 5:434-444.
3. Blankertz B., Tomioka R., Lemm S., Kawanabe M., Müller K.R. Optimizing spatial filters for robust EEG single-trial analysis. IEEE Signal Process. Mag. 2008, 25:41-56.
4. Buzsáki G., Draguhn A. Neuronal oscillations in cortical networks. Science 2004, 304:1926-1929.
5. Delorme A., Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 2004, 134:9-21.
6. Evans A.C., Kamber M., Collins D.L., MacDonald D. An MRI-based probabilistic atlas of neuroanatomy. Magnetic Resonance Scanning and Epilepsy 1994, 263-274. Plenum, New York. S. Shorvon (Ed.).
7. Fukunaga K. Introduction to statistical pattern recognition 1990, Academic Press, Boston. 2nd edition.
8. Hyvärinen A., Oja E. A fast fixed-point algorithm for independent component analysis. Neural. Comput. 1997, 9:1483-1492.
9. Hyvärinen A., Karhunen J., Oja E. Independent Component Analysis 2001, John Wiley & Sons, New York.
10. Hyvärinen A., Ramkumar P., Parkkonen L., Hari R. Independent component analysis of short-time Fourier transforms for spontaneous EEG/MEG analysis. Neuroimage 2010, 49:257-271.
11. James C.J., Hesse C.W. Independent component analysis for biomedical signals. Physiol. Meas. 2005, 26:15-39.
12. Joyce C.A., Gorodnitsky I.F., Kutas M. Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology 2004, 41:313-325.
13. Klemm M., Haueisen J., Ivanova G. Independent component analysis: comparison of algorithms for the investigation of surface electrical brain activity. Med. Biol. Eng. Comput. 2009, 47:413-423.
14. Koles Z.J. The quantitative extraction and topographic mapping of the abnormal components in the clinical EEG. Electroencephalogr. Clin. Neurophysiol. 1991, 79:440-447.
15. Makeig S., Debener S., Onton J., Delorme A. Mining event-related brain dynamics. Trends Cogn. Sci. 2004, 8:204-210.
16. Marzetti L., Del Gratta C., Nolte G. Understanding brain connectivity from EEG data by identifying systems composed of interacting sources. Neuroimage 2008, 42:87-98.
17. Nolte G., Dassios G. Analytic expansion of the EEG lead field for realistic volume conductors. Phys. Med. Biol. 2005, 50:3807-3823.
18. Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 1999, 110:1842-1857.
19. Regan D. Human Brain Electrophysiology: Evoked Potentials and Evoked Magnetic Fields in Science and Medicine 1989, Elsevier, New York.
20. Rodriguez E., George N., Lachaux J.P., Martinerie J., Renault B., Varela F.J. Perception's shadow: long-distance synchronization of human brain activity. Nature 1999, 397:430-433.
21. Sameni R., Jutten C., Shamsollahi M.B. A Deflation Procedure for Subspace Decomposition. IEEE Trans. Signal Process. 2010, 58:2363-2374.
22. Steriade M. Impact of network activities on neuronal properties in corticothalamic systems. J. Neurophysiol. 2001, 86:1-39.
23. Tang A.C., Liu J.Y., Sutherland M.T. Recovery of correlated neuronal sources from EEG: the good and bad ways of using SOBI. Neuroimage 2005, 28:507-519.
24. Van Veen B.D., van Drongelen W., Yuchtman M., Suzuki A. Localization of brain electrical activity via linearly constrained minimum variance spatial filtering. IEEE Trans. Biomed. Eng. 1997, 44:867-880.
25. Varela F., Lachaux J.P., Rodriguez E., Martinerie J. The brainweb: phase synchronization and large-scale integration. Nat. Rev. Neurosci. 2001, 2:229-239.
26. Vrba J., Robinson S.E. Signal processing in magnetoencephalography. Methods 2001, 25:249-271.
27. Ziehe A., Nolte G., Curio G., Müller K.-R. OFI: optimal filtering algorithms for source separation. Proc. of the 2nd Intern. Workshop on Independent Component Analysis and Blind Signal Separation 2000, 127-132. Helsinki University of Technology, Helsinki. P. Pajunen, J. Karhunen (Eds.).
28. Ziehe A., Laskov P., Nolte G., Müller K.-R. A fast algorithm for joint diagonalization with non-orthogonal transformations and its application to blind source separation. J. Mach. Learn. Res. 2004, 5:801-818.