DocumentCode
2636376
Title
Multiscale analysis of fMRI data with mixture of Gaussian densities
Author
Meyer, François G. ; Shen, Xilin
Author_Institution
Dept. of Electr. Eng., Colorado Univ., Boulder, CO, USA
fYear
2004
fDate
15-18 April 2004
Firstpage
1175
Abstract
We describe in this work an exploratory analysis of fMRI data. We regard the fMRI dataset as a set of spatiotemporal signals Sx indexed by their position x. The analysis is performed on the wavelet packet coefficients of the fMRI signals Sx, and we show that we can characterize the coefficients in terms of a mixture model of multivariate Gaussian distributions.
Keywords
Gaussian distribution; biomedical MRI; wavelet transforms; fMRI signals; multiscale analysis; multivariate Gaussian distribution; spatiotemporal signal; wavelet packet coefficient; Data analysis; Gaussian distribution; Libraries; Magnetic analysis; Performance analysis; Signal analysis; Spatiotemporal phenomena; Time frequency analysis; Wavelet analysis; Wavelet packets;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on
Print_ISBN
0-7803-8388-5
Type
conf
DOI
10.1109/ISBI.2004.1398753
Filename
1398753
Link To Document