Adaptively temporal graph convolution model for epidemic prediction of multiple age groups

•An adaptively temporal graph convolution model for infectious disease prediction.•Address the multivariate time series prediction in a graph-based approach.•The contact patterns of multiple age groups can improve prediction accuracy.