Title :
Spatio-temporal signal processing for multisubject functional MRI studies
Author :
Solo, V. ; Purdon, P. ; Brown, Eitan
Author_Institution :
Sch. of Electr. Eng., New South Wales Univ., Sydney, NSW, Australia
Abstract :
We consider signal estimation for functional MRI studies on multiple subjects. There are two major issues; alignment or registration of images across subjects, and using the multisubject information to capture covariance information; we discuss only the latter. Capturing this covariance information properly can lead to great improvements in statistical efficiency beyond what simple averaging can offer as well as compact description of group features
Keywords :
biomedical MRI; covariance analysis; medical image processing; parameter estimation; covariance information; group feature description; multisubject functional MRI; signal estimation; spatio-temporal signal processing; statistical efficiency; Australia; Data analysis; Eigenvalues and eigenfunctions; Estimation; Kernel; Magnetic resonance imaging; Neuroimaging; Nuclear magnetic resonance; Signal processing; System identification;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940581