[HTML][HTML] Quantitative mapping of the brain's structural connectivity using diffusion MRI tractography: A review
Diffusion magnetic resonance imaging (dMRI) tractography is an advanced imaging
technique that enables in vivo reconstruction of the brain's white matter connections at …
technique that enables in vivo reconstruction of the brain's white matter connections at …
Common misconceptions, hidden biases and modern challenges of dMRI tractography
The human brain is a complex and organized network, where the connection between
regions is not achieved with single axons crisscrossing each other but rather millions of …
regions is not achieved with single axons crisscrossing each other but rather millions of …
Statistical learning methods for neuroimaging data analysis with applications
The aim of this review is to provide a comprehensive survey of statistical challenges in
neuroimaging data analysis, from neuroimaging techniques to large-scale neuroimaging …
neuroimaging data analysis, from neuroimaging techniques to large-scale neuroimaging …
Tensor network factorizations: Relationships between brain structural connectomes and traits
Advanced brain imaging techniques make it possible to measure individuals' structural
connectomes in large cohort studies non-invasively. Given the availability of large scale data …
connectomes in large cohort studies non-invasively. Given the availability of large scale data …
The topology of higher-order complexes associated with brain hubs in human connectomes
Higher-order connectivity in complex systems described by simplexes of different orders
provides a geometry for simplex-based dynamical variables and interactions. Simplicial …
provides a geometry for simplex-based dynamical variables and interactions. Simplicial …
Test–retest reproducibility of white matter parcellation using diffusion MRI tractography fiber clustering
There are two popular approaches for automated white matter parcellation using diffusion
MRI tractography, including fiber clustering strategies that group white matter fibers …
MRI tractography, including fiber clustering strategies that group white matter fibers …
[HTML][HTML] Variability and heritability of mouse brain structure: Microscopic MRI atlases and connectomes for diverse strains
N Wang, RJ Anderson, DG Ashbrook… - Neuroimage, 2020 - Elsevier
Genome-wide association studies have demonstrated significant links between human brain
structure and common DNA variants. Similar studies with rodents have been challenging …
structure and common DNA variants. Similar studies with rodents have been challenging …
[HTML][HTML] FFClust: fast fiber clustering for large tractography datasets for a detailed study of brain connectivity
Automated methods that can identify white matter bundles from large tractography datasets
have several applications in neuroscience research. In these applications, clustering …
have several applications in neuroscience research. In these applications, clustering …
Learning from binary multiway data: Probabilistic tensor decomposition and its statistical optimality
M Wang, L Li - Journal of Machine Learning Research, 2020 - jmlr.org
We consider the problem of decomposing a higher-order tensor with binary entries. Such
data problems arise frequently in applications such as neuroimaging, recommendation …
data problems arise frequently in applications such as neuroimaging, recommendation …
A multi-scale probabilistic atlas of the human connectome
The human brain is a complex system that can be efficiently represented as a network of
structural connectivity. Many imaging studies would benefit from such network information …
structural connectivity. Many imaging studies would benefit from such network information …