Spatio-temporal decorrelated activity patterns in functional MRI data during real and imagined motor tasks

被引:1
|
作者
Dong, DW [1 ]
Kelso, JAS
Steinberg, FL
机构
[1] Florida Atlantic Univ, Ctr Complex Syst & Brain Sci, Boca Raton, FL 33431 USA
[2] Univ MRI, Boca Raton, FL 33431 USA
关键词
spatial-temporal decorrelation; blind signal separation (BSS); independent component analysis (ICA); functional magnetic resonance imaging (FMRI);
D O I
10.1016/S0925-2312(02)00531-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a new method for separating multiple task-related events from other physiological and physical events revealed by functional magnetic resonance imaging (fMRI) signals. The method separates fMRI signals into different events by minimizing the spatial and temporal correlations between events. The method was used to analyze fMRI data sets from subjects performing real and imagined motor tasks. The method successfully separated task-related events (e.g, the activation in primary motor cortex during real motion and in supplementary motor area during imagined motion) from unrelated events (e.g., an activation in auditory area and slow changes probably associated with head drifts). (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:227 / 239
页数:13
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