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The implication of accounting for the uncertainty in local fiber
directions, and hence estimating a spatial probability distribution of
connectivity from the seed point, is that the recovered connectivity
distribution is spread in space (see Global Connectivity Estimation:
Results). It is tempting to think of this distribution as a
distribution of connections from the seed point. This is manifestly
not the case. According to the model used earlier in this section,
this spatial pdf represents confidence bounds on the
location of the most probable single connection. It is certainly true
that some of the uncertainty estimated locally is likely to be due to
partial volume effects, such as a spread of fiber directions in the
voxel, and therefore the presence in the brain of multiple connection
sites from the seed may result in a diffuse spatial pdf. However, while the model of diffusion at each voxel includes
only a single fiber direction, the global inference is clearly on a
single pathway.
Next: Global Connectivity estimation: Methods
Up: Global Connectivity estimation: Theory
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Tim Behrens
2004-01-22