Table 8 Ablation Study of the Developed Model.
Terms | Dilated RNN with MSGO | Dilated RNN with attention mechanism | Dilated RNN | RNN | RNN with MSGO | MSGO with DARNN-AM (proposed) |
|---|---|---|---|---|---|---|
MEP | 42.552 | 50.995 | 50.318 | 53.372 | 48.098 | 39.636 |
SMAPE | 0.795 | 0.538 | 0.794 | 0.902 | 0.977 | 0.444 |
MASE | 139.870 | 136.090 | 146.220 | 137.860 | 140.730 | 133.300 |
MAE | 17.305 | 6.430 | 17.533 | 8.895 | 12.713 | 4.131 |
RMSE | 21.029 | 11.718 | 19.125 | 18.148 | 15.733 | 8.120 |
L1-NORM | 590.190 | 593.620 | 593.460 | 592.120 | 597.790 | 585.730 |
L2-NORM | 84.700 | 79.244 | 78.789 | 80.910 | 79.712 | 73.476 |
INIFINITY Norm | 22.811 | 19.366 | 23.554 | 19.878 | 25.799 | 12.922 |
