Article

Stacking models of brain dynamics improves prediction of subject traits in fMRI

2023-11-13

Abstract excerpt

Beyond structural and time-averaged functional connectivity brain measures, the way brain activity dynamically unfolds can add important information when investigating individual cognitive traits. One approach to leveraging this information is to extract features from models of brain network dynamics to predict individual traits. However, there are two potential sources of variation in the models’ estimation which...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 65985cb1-41dd-55d5-8b55-4b598513153f
DOI: 10.1101/2023.11.08.566196

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Stacking models of brain dynamics improves prediction of subject traits in fMRIDOI 10.1101/2023.11.08.566196Read

Improving Predictability, Reliability and Generalisability of Brain-Wide Associations for Cognitive Abilities via Multimodal StackingSemantic proximity Read

Predicting cognitive and mental health traits and their polygenic architecture using large-scale brain connectomicsSemantic proximity Read

Joint prediction of multiple scores captures better individual traits from brain images.Semantic proximity Read

Neuroimaging-based Individualized Prediction of Cognition and Behavior for Mental Disorders and Health: Methods and PromisesSemantic proximity Read

Phenotype Prediction Using BEN-Based Predictive Modeling (BPM)Semantic proximity Read

Estimation and Validation of Individualized Dynamic Brain Models with Resting State fMRISemantic proximity Read

Predicting intelligence from fMRI data of the human brain in a few minutes of scan timeSemantic proximity Read

A Mixed-Modeling Framework for Whole-Brain Dynamic Network AnalysisSemantic proximity Read

Large-scale population neuroimaging reveals latent subgroup structure in functional brain organisationSemantic proximity Read

An integrated computational framework for diversity-sensitive personalized medicineSemantic proximity Read

Heritability of Functional Connectivity in Resting State: Assessment of the Dynamic Mean, Dynamic Variance, and Static Connectivity across NetworksSemantic proximity Read

Individual characteristics outperform resting-state fMRI for the prediction of behavioral phenotypes.Semantic proximity Read