A Supplementary Materials

A.1 Dataset Description We describe the additional details of each dataset in the followings. And we use the first 90% for the training set and the last 10% as the validation set. And we leave the last 210 days as the test set. We further evaluate the sensitivities of different hyper-parameters. The distribution of attention densities of different α is shown in Figure 2.