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 mapping morphological, structural and …

Development of large-scale functional networks from birth to adulthood: A guide to the neuroimaging literature

DS Grayson, DA Fair - Neuroimage, 2017 - Elsevier
The development of human cognition results from the emergence of coordinated activity
between distant brain areas. Network science, combined with non-invasive functional …

[图书][B] Fundamentals of brain network analysis

A Fornito, A Zalesky, E Bullmore - 2016 - books.google.com
Fundamentals of Brain Network Analysis is a comprehensive and accessible introduction to
methods for unraveling the extraordinary complexity of neuronal connectivity. From the …

Predicting brain-age from multimodal imaging data captures cognitive impairment

F Liem, G Varoquaux, J Kynast, F Beyer, SK Masouleh… - Neuroimage, 2017 - Elsevier
The disparity between the chronological age of an individual and their brain-age measured
based on biological information has the potential to offer clinically relevant biomarkers of …

[HTML][HTML] Functional network organization of the human brain

JD Power, AL Cohen, SM Nelson, GS Wig, KA Barnes… - Neuron, 2011 - cell.com
Real-world complex systems may be mathematically modeled as graphs, revealing
properties of the system. Here we study graphs of functional brain organization in healthy …

[HTML][HTML] Movie viewing elicits rich and reliable brain state dynamics

JN Meer, M Breakspear, LJ Chang, S Sonkusare… - Nature …, 2020 - nature.com
Adaptive brain function requires that sensory impressions of the social and natural milieu
are dynamically incorporated into intrinsic brain activity. While dynamic switches between …

Rich-club organization of the human connectome

MP Van Den Heuvel, O Sporns - Journal of Neuroscience, 2011 - Soc Neuroscience
The human brain is a complex network of interlinked regions. Recent studies have
demonstrated the existence of a number of highly connected and highly central neocortical …

[HTML][HTML] Evidence for hubs in human functional brain networks

JD Power, BL Schlaggar, CN Lessov-Schlaggar… - Neuron, 2013 - cell.com
Hubs integrate and distribute information in powerful ways due to the number and
positioning of their contacts in a network. Several resting-state functional connectivity MRI …

Graph analysis of the human connectome: promise, progress, and pitfalls

A Fornito, A Zalesky, M Breakspear - Neuroimage, 2013 - Elsevier
The human brain is a complex, interconnected network par excellence. Accurate and
informative mapping of this human connectome has become a central goal of neuroscience …

Graph analysis of functional brain networks: practical issues in translational neuroscience

F de Vico Fallani, J Richiardi… - … Transactions of the …, 2014 - royalsocietypublishing.org
The brain can be regarded as a network: a connected system where nodes, or units,
represent different specialized regions and links, or connections, represent communication …