Traffic forecast is a typical time-series prediction problem, i.e. predicting the most likely traffic measurements (e.g. speed or traffic flow) in the next H time steps given the previous M observations from traffic network G as,
Each indicates a frame of current traffic status at time step t, which is recorded in a graph-structured data matrix.