Graph neural networks in network neuroscience

A Bessadok, MA Mahjoub… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Noninvasive medical neuroimaging has yielded many discoveries about the brain
connectivity. Several substantial techniques map** morphological, structural and …

On the nature and use of models in network neuroscience

DS Bassett, P Zurn, JI Gold - Nature Reviews Neuroscience, 2018 - nature.com
Network theory provides an intuitively appealing framework for studying relationships
among interconnected brain mechanisms and their relevance to behaviour. As the space of …

Small-world brain networks revisited

DS Bassett, ET Bullmore - The Neuroscientist, 2017 - journals.sagepub.com
It is nearly 20 years since the concept of a small-world network was first quantitatively
defined, by a combination of high clustering and short path length; and about 10 years since …

The physics of brain network structure, function and control

CW Lynn, DS Bassett - Nature Reviews Physics, 2019 - nature.com
The brain is characterized by heterogeneous patterns of structural connections supporting
unparalleled feats of cognition and a wide range of behaviours. New non-invasive imaging …

GRETNA: a graph theoretical network analysis toolbox for imaging connectomics

J Wang, X Wang, M **a, X Liao, A Evans… - Frontiers in human …, 2015 - frontiersin.org
Recent studies have suggested that the brain's structural and functional networks (ie,
connectomics) can be constructed by various imaging technologies (eg, EEG/MEG; …

[HTML][HTML] Proportional thresholding in resting-state fMRI functional connectivity networks and consequences for patient-control connectome studies: Issues and …

MP van den Heuvel, SC de Lange, A Zalesky… - Neuroimage, 2017 - Elsevier
Graph theoretical analysis has become an important tool in the examination of brain
dysconnectivity in neurological and psychiatric brain disorders. A common analysis step in …

BrainNet Viewer: a network visualization tool for human brain connectomics

M **a, J Wang, Y He - PloS one, 2013 - journals.plos.org
The human brain is a complex system whose topological organization can be represented
using connectomics. Recent studies have shown that human connectomes can be …

Network hubs in the human brain

MP Van den Heuvel, O Sporns - Trends in cognitive sciences, 2013 - cell.com
Virtually all domains of cognitive function require the integration of distributed neural activity.
Network analysis of human brain connectivity has consistently identified sets of regions that …

[HTML][HTML] The entropic brain: a theory of conscious states informed by neuroimaging research with psychedelic drugs

RL Carhart-Harris, R Leech, PJ Hellyer… - Frontiers in human …, 2014 - frontiersin.org
Entropy is a dimensionless quantity that is used for measuring uncertainty about the state of
a system but it can also imply physical qualities, where high entropy is synonymous with …

Sex differences in the structural connectome of the human brain

M Ingalhalikar, A Smith, D Parker… - Proceedings of the …, 2014 - National Acad Sciences
Sex differences in human behavior show adaptive complementarity: Males have better
motor and spatial abilities, whereas females have superior memory and social cognition …