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Computational Brain Connectivity Using Diffusion MRI
Description:
This dissertation shows that qualitative and quantitative characterization of patterned structures in brain connectivity data obtained using diffusion MRI not only improves the exploration of …
Year:
2012
Contributor:
Demiralp, Cagatay (creator)
Laidlaw, David (Director)
Hughes, John (Reader)
Mumford, David (Reader)
Brown University. Computer Science (sponsor)
Genre:
theses
Subject:
Computational brain connectivity
diffusion MRI
maximum a posteriori
diffusion tensor
crossing brain fibers
mixture of fiber orientations
tractography
visual analysis
interaction
multiscale
hierarchical clustering
brain map
structure preserving
coloring
line field
real projective plane
Boy's surface
immersion
embedding
perceptual
neural tract
cluster
coherence
clustering
refinement
slicing
Gaussian mixture model
expectation maximization
cycle
homology
persistent homology
homology groups
rank
biomarker
tract based
probability density function
density estimation
histogram
kernel
nonparametric hypothesis testing
classification.
Markov random fields
Diffusion tensor imaging
Abstraction
Multiscale modeling
Hierarchical clustering (Cluster analysis)
Brain mapping
Stability
Social classes
Biochemical markers
Permutations
Classification
Collection:
Computer Science
Theses and Dissertations
Full Record
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