Review Article

AGG: A Novel Intelligent Network Traffic Prediction Method Based on Joint Attention and GCN-GRU

Table 4

Comparison results between AGG model with other baseline models.

T (min)MetricHAARIMASVRGRUGCN-GRUAGG

10RMSE6.17745.62415.58175.49325.47615.2721
MAE3.24473.97292.83322.75252.70092.5788
ACC0.67850.62640.70950.71140.71500.7256
0.76130.03560.80510.80780.81240.8261
EVS0.76130.00080.80650.80860.81250.8265

20RMSE6.17745.86555.83215.82115.81895.7209
MAE3.24473.97672.99262.98362.97322.8362
ACC0.67850.62620.68560.68980.69730.7024
0.76130.03560.77490.78530.78880.7959
EVS0.76130.00090.78960.79140.79310.7969