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) | Metric | HA | ARIMA | SVR | GRU | GCN-GRU | AGG |
| 10 | RMSE | 6.1774 | 5.6241 | 5.5817 | 5.4932 | 5.4761 | 5.2721 | MAE | 3.2447 | 3.9729 | 2.8332 | 2.7525 | 2.7009 | 2.5788 | ACC | 0.6785 | 0.6264 | 0.7095 | 0.7114 | 0.7150 | 0.7256 | | 0.7613 | 0.0356 | 0.8051 | 0.8078 | 0.8124 | 0.8261 | EVS | 0.7613 | 0.0008 | 0.8065 | 0.8086 | 0.8125 | 0.8265 |
| 20 | RMSE | 6.1774 | 5.8655 | 5.8321 | 5.8211 | 5.8189 | 5.7209 | MAE | 3.2447 | 3.9767 | 2.9926 | 2.9836 | 2.9732 | 2.8362 | ACC | 0.6785 | 0.6262 | 0.6856 | 0.6898 | 0.6973 | 0.7024 | | 0.7613 | 0.0356 | 0.7749 | 0.7853 | 0.7888 | 0.7959 | EVS | 0.7613 | 0.0009 | 0.7896 | 0.7914 | 0.7931 | 0.7969 |
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