Title :
Visualization of Brain Dynamics based on the Robust Approach of Blind Signal Separation
Author :
Konno, Yoshio ; Cao, Jianting ; Takeda, Tsunehiro ; Endo, Hiroshi ; Tanak, Mamoru
Author_Institution :
Sophia Univ., Tokyo
Abstract :
In this paper, we propose a robust approach of noisy blind source separation to visualize the dynamics of brain activities. To decompose the brain waves from noisy observation with high power of outliers, we propose a scale-free approach of blind source separation. Applying the proposed approach to the single-trial phantom data and AEF data, we evaluate the effectiveness of our proposed approach and visualize the dynamics of brain activities, which is impossible when analyzing the averaged data.
Keywords :
blind source separation; magnetoencephalography; medical signal processing; neurophysiology; phantoms; AEF data; brain dynamics visualization; noisy blind source separation; phantom data; scale-free approach; Additive noise; Blind source separation; Brain; Data analysis; Data visualization; Ecosystems; Imaging phantoms; Independent component analysis; Robustness; Working environment noise;
Conference_Titel :
Digital EcoSystems and Technologies Conference, 2007. DEST '07. Inaugural IEEE-IES
Conference_Location :
Cairns
Print_ISBN :
1-4244-0470-3
Electronic_ISBN :
1-4244-0470-3
DOI :
10.1109/DEST.2007.372037