Title :
Connectivity of anatomical and functional MRI data
Author :
Worsley, Keith J. ; Charil, Arnaud ; Lerch, Jason ; Evans, Alan C.
Author_Institution :
Dept. of Math. & Stat., McGill Univ., Montreal, Que., Canada
fDate :
31 July-4 Aug. 2005
Abstract :
We are all familiar with the correlation coefficient between two sets of numbers. Now suppose we replace the numbers by vector-valued images in any number of dimensions. The correlation random field is the ´image´ of correlations at all possible pairs of points in the two images. We use random field theory to set a threshold on the correlations so that those above the threshold are statistically significant, corrected for searching over all pairs of points. We apply this idea to resting state networks of fMRI images of brain activity, and networks of connectivity in cortical thickness.
Keywords :
biomedical MRI; brain; neurophysiology; anatomical connectivity network; correlation random field; fMRI data image; functional magnetic resonance imaging; random field theory; resting state network; vector-valued image; Brain; Electroencephalography; Frequency; Gaussian noise; Magnetic resonance imaging; Mathematics; Scalp; Statistics; Volume measurement; White noise;
Conference_Titel :
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Print_ISBN :
0-7803-9048-2
DOI :
10.1109/IJCNN.2005.1556105