[HTML][HTML] The human connectome project: a retrospective
Abstract The Human Connectome Project (HCP) was launched in 2010 as an ambitious
effort to accelerate advances in human neuroimaging, particularly for measures of brain …
effort to accelerate advances in human neuroimaging, particularly for measures of brain …
Neuroimaging-based individualized prediction of cognition and behavior for mental disorders and health: methods and promises
The neuroimaging community has witnessed a paradigm shift in biomarker discovery from
using traditional univariate brain mapping approaches to multivariate predictive models …
using traditional univariate brain mapping approaches to multivariate predictive models …
Spatial topography of individual-specific cortical networks predicts human cognition, personality, and emotion
Resting-state functional magnetic resonance imaging (rs-fMRI) offers the opportunity to
delineate individual-specific brain networks. A major question is whether individual-specific …
delineate individual-specific brain networks. A major question is whether individual-specific …
[HTML][HTML] Ten simple rules for predictive modeling of individual differences in neuroimaging
Establishing brain-behavior associations that map brain organization to phenotypic
measures and generalize to novel individuals remains a challenge in neuroimaging …
measures and generalize to novel individuals remains a challenge in neuroimaging …
The challenges and prospects of brain-based prediction of behaviour
Relating individual brain patterns to behaviour is fundamental in system neuroscience.
Recently, the predictive modelling approach has become increasingly popular, largely due …
Recently, the predictive modelling approach has become increasingly popular, largely due …
A distributed brain network predicts general intelligence from resting-state human neuroimaging data
Individual people differ in their ability to reason, solve problems, think abstractly, plan and
learn. A reliable measure of this general ability, also known as intelligence, can be derived …
learn. A reliable measure of this general ability, also known as intelligence, can be derived …
General functional connectivity: Shared features of resting-state and task fMRI drive reliable and heritable individual differences in functional brain networks
Intrinsic connectivity, measured using resting-state fMRI, has emerged as a fundamental tool
in the study of the human brain. However, due to practical limitations, many studies do not …
in the study of the human brain. However, due to practical limitations, many studies do not …
[HTML][HTML] Deep neural networks and kernel regression achieve comparable accuracies for functional connectivity prediction of behavior and demographics
There is significant interest in the development and application of deep neural networks
(DNNs) to neuroimaging data. A growing literature suggests that DNNs outperform their …
(DNNs) to neuroimaging data. A growing literature suggests that DNNs outperform their …
Childhood trauma history is linked to abnormal brain connectivity in major depression
Patients with major depressive disorder (MDD) present with heterogeneous symptom
profiles, while neurobiological mechanisms are still largely unknown. Brain network studies …
profiles, while neurobiological mechanisms are still largely unknown. Brain network studies …
[HTML][HTML] Comparison of individualized behavioral predictions across anatomical, diffusion and functional connectivity MRI
A fundamental goal across the neurosciences is the characterization of relationships linking
brain anatomy, functioning, and behavior. Although various MRI modalities have been …
brain anatomy, functioning, and behavior. Although various MRI modalities have been …