Title :
Learning-induced modulation of scale-free properties of brain activity measured with MEG
Author :
Zilber, Nicolas ; Ciuciu, Philippe ; Abry, Patrice ; van Wassenhove, Virginie
Author_Institution :
DSV, CEA, Gif-sur-Yvette, France
Abstract :
Previous studies have suggested that infraslow brain activity could play an important role in cognition. Its scale-free properties (coarsely described by its 1/f power spectrum) are indeed modulated between contrasted conscious states (sleep vs. awake). However, finer modulations remain to be investigated. Here, we make use of a robust multifractal analysis to investigate the group-level impact of perceptual learning (visual (V), or audiovisual (AV), N = 12 subjects in each group) on the source reconstructed scale-free activity recorded with magnetoencephalography (MEG) during rest and task. We first observed a significant decrease of self-similarity in evoked activity during the task after both trainings. More interestingly, only the most efficient training (AV) induced a decrease of self-similarity in spontaneous activity at rest whereas only V training induced an increase of multifractality in evoked activity.
Keywords :
auditory evoked potentials; cognition; fractals; magnetoencephalography; medical signal processing; visual evoked potentials; visual perception; 1/f power spectrum; MEG; audiovisual learning; awake state; brain activity scale free properties; cognition; conscious states; evoked activity multifractality; group level effects; infraslow brain activity; learning induced modulation; magnetoencephalography; multifractal analysis; perceptual learning; sleep state; source reconstructed scale free activity; visual learning; Brain; Electroencephalography; Fractals; Magnetic resonance imaging; Modulation; Training; Visualization; MEG; learning; multifractal analysis; plasticity; scale-free activity; scaling;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556645