Concepedia

Disease prediction using graph convolutional networks: Application to Autism Spectrum Disorder and Alzheimer’s disease

Sarah Parisot, Sofia Ira Ktena, Enzo Ferrante, Matthew Lee, Ricardo Guerrero, Ben Glocker, Daniel Rueckert

Medical Image Analysis · 2018 · 767 citations · 48 references

Open access

Concepts

ComputingBioinformaticsBiomedical InformaticsAutism Spectrum DisordersComputational BiologyHealth Data ScienceBiological NetworksDeep LearningDisease ModelingGraph TheoryGraph-based LearningNetwork ModelingAlzheimer Disease DementiaConvolutional Neural NetworksDisease Risk PredictionDisease Trajectory PredictionGraph Convolutional NetworksGraph Neural NetworksGraph-based Disease Classification

References

48

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

Dagstuhl Research Online Publication Server · 2025 · 16.2K citations · Full text

Computing, Computer Science, Feature Engineering +16

Proceedings of IEEE Conference on Computer Vision and Pattern Recognition

1993 · 14.3K citations

Computing, Computer Engineering, Computer Science +16

An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest

Rahul S. Desikan, Florent Ségonne, Bruce Fischl et al. · NeuroImage · 2006 · 14.1K citations

Medicine, Neuroscience, Biomedical Imaging +15

The Graph Neural Network Model

Franco Scarselli, M. Gori, Ah Chung Tsoi et al. · IEEE Transactions on Neural Networks · 2008 · 9.3K citations · Full text

Computing, Computer Science, Molecular Biology +13