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STS520 Xin Zheng et al.


                 Date                       Standardized coefficient
                  3-1                             0.032722113
                  3-2                             0.032721144
                  3-3                             0.033455355
                  3-4                              0.031116
                  3-5                             0.03453715
                  3-6                             0.032141639
                  3-7                             0.034400839
                  3-8                              0.0315226
                  3-9                             0.032013547
                 3-10                             0.032457881
                              Table 2. Standardized Coefficient Series.


















                         Figure 4. Prediction Based on Distance Correlation.

            (3)  The deep residual model is used to reckon and predict the population
            within  the  sixth  ring  road  of  Beijing.  This  area  is  divided  into  the  grids
            according to the area size of 1KM*1KM, 72*72 grids in total. Observed from
            the actual people flow and prediction result during the morning peak from
            07:00 to 09:00 on one working day in 2018, most of the grid losses are less
            than 10%, and more than 80% of the grid losses are less than 20%. According
            to the distribution situation of errors, the prediction effect of our model is
            good.















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