Name
Abstract | ||
|---|---|---|
A novel data processing procedure for fMRI was suggested in this paper, by which spatial and temporal characteristics of stimuli-induced signal dynamic responses can be investigated simultaneously. First the multitaper spectral estimation was utilized to estimate the spectrum of each voxel; the significance of the line frequency components at the interested frequency was tested to detect the task-related cortex areas; the temporal independent component analysis (tICA) was then applied to the activated voxels to obtain stimuli-induced signal dynamic responses. The advantages of this procedure are: few assumptions are needed for the cerebral hemodynamics and spatial distribution of task-related areas, problems which often appear in tICA analysis of fMRI data, such as the lack of stability, reliability and robustness, are overcome by the suggested method. |
Year | DOI | Venue |
|---|---|---|
2005 | 10.1360/03yf0530 | SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES |
Keywords | Field | DocType |
functional magnetic resonance imaging (fMRI),temporal independent component analysis (tICA),multitaper spectral analysis (MTM) | Voxel,Data mining,Data processing,Spectral density estimation,Multitaper,Computer science,Pattern analysis,Robustness (computer science),Independent component analysis,Spatial distribution | Journal |
Volume | Issue | ISSN |
48 | 2 | 1009-2757 |
Citations | PageRank | References |
7 | 0.58 | 5 |
Authors | ||
7 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Yadong Liu | 1 | 105 | 14.04 |
| Zongtan Zhou | 2 | 412 | 33.89 |
| Dewen Hu | 3 | 1290 | 101.20 |
| Lirong Yan | 4 | 8 | 0.95 |
| Changlian Tan | 5 | 7 | 0.58 |
| Daxing Wu | 6 | 7 | 0.58 |
| Shuqiao Yao | 7 | 7 | 0.58 |