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
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;
Conference_Titel :
Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on
Print_ISBN :
0-7803-8388-5
DOI :
10.1109/ISBI.2004.1398753