Independent component analysis of noninvasively recorded cortical magnetic DC-fields in humans

被引:39
作者
Wübbeler, G
Ziehe, A
Mackert, BM
Müller, KR
Trahms, L
Curio, G
机构
[1] GMD FIRST, D-12489 Berlin, Germany
[2] Phys Tech Bundesanstalt, D-10587 Berlin, Germany
[3] Free Univ Berlin, Klinikum Benjamin Franklin, Dept Neurol, Neurophys Grp, D-12203 Berlin, Germany
关键词
biomagnetism; biomedical data processing; blind source separation; de-recordings; independent component analysis; magnetoencephalography (MEG);
D O I
10.1109/10.841331
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We apply a recently del eloped multivariate statistical data analysis technique-so called blind source separation (BSS) by independent component analysis-to process magnetoencephalogram recordings of near-de fields. The extraction of near-de fields from MEG recordings has great relevance for medical applications since slowly varying de-phenomena have been found, e.g., in cerebral anoxia and spreading depression in animals, Comparing several BSS approaches, it turns out that an algorithm based on temporal decorrelation successfully extracted a de-component which was induced in the auditory cortex by presentation of music. The task is challenging because of the limited amount of available data and the corruption by outliers, which makes it an interesting real-world testbed for studying the robustness of ICA methods.
引用
收藏
页码:594 / 599
页数:6
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