Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer's Disease.

•First application of graph convolutional networks for brain analysis in populations.•Graph based population model that leverages imaging and non-imaging data.•Experiments on two large and challenging databases: ABIDE and ADNI.•Extensive evaluation of all the main components of the method.•State of the art performance on both databases.