Articles with "isomorphism network" as a keyword



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Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis

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Published in 2020 at "Frontiers in Neuroscience"

DOI: 10.3389/fnins.2020.00630

Abstract: Graph neural networks (GNN) rely on graph operations that include neural network training for various graph related tasks. Recently, several attempts have been made to apply the GNNs to functional magnetic resonance image (fMRI) data.… read more here.

Keywords: graph isomorphism; fmri; network; isomorphism network ... See more keywords

Identification of Young High-Functioning Autism Individuals Based on Functional Connectome Using Graph Isomorphism Network: A Pilot Study

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Published in 2022 at "Brain Sciences"

DOI: 10.3390/brainsci12070883

Abstract: Accumulated studies have determined the changes in functional connectivity in autism spectrum disorder (ASD) and spurred the application of machine learning for classifying ASD. Graph Neural Network provides a new method for network analysis in… read more here.

Keywords: functional connectome; network; autism; isomorphism network ... See more keywords