Learning-induced modulation of scale-free properties of brain activity measured with MEG

Proceedings - International Symposium on Biomedical Imaging

Volumn , Issue , 2013, Pages 998-1001

  Zilber, Nicolas ^a,b   Ciuciu, Philippe ^a,b   Abry, Patrice ^c   Van Wassenhove, Virginie ^a,d,e  

^a SERVICE HOSPITALIER FRÉDÉRIC JOLIOT   (France)

^b INRIA SACLAY   (France)

^c CNRS   (France)

^d INSERM   (France)

^e UNIVERSITÉ PARIS SACLAY   (France)

Author keywords

learning; MEG; multifractal analysis; plasticity; scale free activity; scaling

Indexed keywords

LEARNING; MEG; MULTIFRACTAL ANALYSIS; SCALE-FREE; SCALING;

BRAIN; BRAIN MAPPING; FRACTALS; MAGNETOENCEPHALOGRAPHY; MEDICAL IMAGING; MODULATION; PLASTICITY;

NEUROPHYSIOLOGY;

EID: 84881635863     PISSN: 19457928     EISSN: 19458452     Source Type: Conference Proceeding    
DOI: 10.1109/ISBI.2013.6556645     Document Type: Conference Paper

References (16)

1. B.J He, J.M Zempel, A.Z Snyder, and M.E Raichle, "The Temporal Structures and Functional Significance of Scale-free Brain Activity," Neuron, vol. 66, no. 3, pp. 353-369, May 2010.
2. B Weiss, Z Clemens, R Bódizs, Z Vágó, and P Halász, "Spatiotemporal analysis of monofractal and multifractal properties of the human sleep EEG.," J Neurosci Methods, vol. 185, no. 1, pp. 116-124, Dec. 2009.
3. B.J He, "Scale-Free Properties of the Functional Magnetic Resonance Imaging Signal during Rest and Task," J Neurosci, vol. 31, no. 39, pp. 13786-13795, Sep. 2011.
4. P Ciuciu, G Varoquaux, P Abry, S Sadaghiani, and A Kleinschmidt, "Scale-Free and Multifractal Time Dynamics of fMRI Signals during Rest and Task.," Front Physiol, vol. 3, no. 6, pp. 186, Jan. 2012.
5. V Maxim, L Sendur, J Fadili, J Suckling, R Gould, R Howard, and E Bullmore, "Fractional Gaussian noise, functional MRI and Alzheimer's disease.," Neuroimage, vol. 25, no. 1, pp. 141-158, Mar. 2005. (Pubitemid 40289145)
6. J.M Palva and S Palva, "Infra-slow fluctuations in electrophysiological recordings, blood-oxygenation-level-dependent signals, and psychophysical time series.," Neuroimage, vol. 62, no. 4, pp. 2201-2211, Feb. 2012.
7. D Van de Ville, J Britz, and C.M Michel, "EEG microstate sequences in healthy humans at rest reveal scale-free dynamics.," Proc Natl Acad Sci USA, vol. 107, no. 42, pp. 18179-18184, Oct. 2010.
8. N Dehghani, C Bédard, S.S Cash, E Halgren, and A Destexhe, "Comparative power spectral analysis of simultaneous elecroencephalographic and magnetoencephalographic recordings in humans suggests non-resistive extracellular media.," J Comput Neurosci, vol. 29, no. 3, pp. 405-421, Dec. 2010.
9. D Popivanov, V Stomonyakov, Z Minchev, S Jivkova, P Dojnov, S Jivkov, E Christova, and S Kosev, "Multifractality of decomposed EEG during imaginary and real visual-motor tracking.," Biol Cybern, vol. 94, no. 2, pp. 149-156, Feb. 2006. (Pubitemid 43130633)
10. N Zilber, P Ciuciu, P Abry, and V van Wassenhove, "Modulation of scale-free properties of brain activity in MEG," in Proc IEEE ISBI, Barcelona, Spain, 2012, number 1, pp. 1531-1534.
11. P Ciuciu, G Varoquaux, P Abry, and M Almog, "Multifractal analysis of resting state networks in functional MRI," in Proc IEEE ISBI, Chicago, 2011, number 1, pp. 473-478, IEEE.
12. A.M Wink, E Bullmore, A Barnes, F Bernard, and J Suckling, "Monofractal and multifractal dynamics of low frequency endogenous brain oscillations in functional MRI.," Hum Brain Mapp, vol. 29, no. 7, pp. 791-801, July 2008. (Pubitemid 351813080)
13. K Linkenkaer-Hansen, V.V Nikouline, J.M Palva, and R.J Ilmoniemi, "Long-range temporal correlations and scaling behavior in human brain oscillations.," J Neurosci, vol. 21, no. 4, pp. 1370-1377, Feb. 2001. (Pubitemid 32128782)
14. H Wendt, P Abry, and S Jaffard, "Bootstrap for Empirical Multifractal Analysis," IEEE Signal Process Mag, vol. 24, no. 4, pp. 38-48, July 2007. (Pubitemid 47316166)
15. C.M Lewis, A Baldassarre, G Committeri, G.L Romani, and M Corbetta, "Learning sculpts the spontaneous activity of the resting human brain.," Proc Natl Acad Sci USA, vol. 106, no. 41, pp. 17558-17563, Oct. 2009.
16. M.S Hämäläinen and R.J Ilmoniemi, "Interpreting magnetic fields of the brain: minimum norm estimates," Med Biol Eng Comput, vol. 32, no. 1, pp. 35-42, 1994. (Pubitemid 24083542)