Learning how network structure shapes decision-making for bio-inspired computing

M Schirner, G Deco, P Ritter - Nature Communications, 2023 - nature.com
To better understand how network structure shapes intelligent behavior, we developed a
learning algorithm that we used to build personalized brain network models for 650 Human …

[HTML][HTML] Structure-function coupling in the human connectome: A machine learning approach

T Sarwar, Y Tian, BTT Yeo, K Ramamohanarao… - NeuroImage, 2021 - Elsevier
While the function of most biological systems is tightly constrained by their structure, current
evidence suggests that coupling between the structure and function of brain networks is …

[PDF][PDF] Great expectations: using whole-brain computational connectomics for understanding neuropsychiatric disorders

G Deco, ML Kringelbach - Neuron, 2014 - cell.com
The study of human brain networks with in vivo neuroimaging has given rise to the field of
connectomics, furthered by advances in network science and graph theory informing our …

From connectome to cognition: The search for mechanism in human functional brain networks

RD Mill, T Ito, MW Cole - NeuroImage, 2017 - Elsevier
Recent developments in functional connectivity research have expanded the scope of
human neuroimaging, from identifying changes in regional activation amplitudes to detailed …

[HTML][HTML] Signal diffusion along connectome gradients and inter-hub routing differentially contribute to dynamic human brain function

B Park, RV de Wael, C Paquola, S Larivière… - Neuroimage, 2021 - Elsevier
Human cognition is dynamic, alternating over time between externally-focused states and
more abstract, often self-generated, patterns of thought. Although cognitive neuroscience …

[HTML][HTML] Brain enhancement through cognitive training: a new insight from brain connectome

F Taya, Y Sun, F Babiloni, N Thakor… - Frontiers in systems …, 2015 - frontiersin.org
Owing to the recent advances in neurotechnology and the progress in understanding of
brain cognitive functions, improvements of cognitive performance or acceleration of learning …

Network communication models improve the behavioral and functional predictive utility of the human structural connectome

C Seguin, Y Tian, A Zalesky - Network Neuroscience, 2020 - direct.mit.edu
The connectome provides the structural substrate facilitating communication between brain
regions. We aimed to establish whether accounting for polysynaptic communication in …

Functional alignment with anatomical networks is associated with cognitive flexibility

JD Medaglia, W Huang, EA Karuza, A Kelkar… - Nature human …, 2018 - nature.com
Cognitive flexibility describes the human ability to switch between modes of mental function
to achieve goals. Mental switching is accompanied by transient changes in brain activity …

[HTML][HTML] Shared and unique brain network features predict cognitive, personality, and mental health scores in the ABCD study

J Chen, A Tam, V Kebets, C Orban, LQR Ooi… - Nature …, 2022 - nature.com
How individual differences in brain network organization track behavioral variability is a
fundamental question in systems neuroscience. Recent work suggests that resting-state and …

Mapping individual differences across brain network structure to function and behavior with connectome embedding

G Levakov, J Faskowitz, G Avidan, O Sporns - NeuroImage, 2021 - Elsevier
The connectome, a comprehensive map of the brain's anatomical connections, is often
summarized as a matrix comprising all dyadic connections among pairs of brain regions …