Table 4. Comparison of models with processing times and normalization applied.
| Models | Time (min) | Normalization “scaler_type”: |
|---|---|---|
| TFT | 18.49 | robust, standard |
| RNN | 17.08 | robust |
| LSTM | 42.49 | robust |
| GRU | 59.15 | robust |
| TCN | 2.34 | robust |
| DeepAR | 6.90 | standard |
| DilatedRNN | 3.40 | robust |
| BiTCN | 0.83 | standard |
| VanillaTransformer | 5.89 | robust |
| Informer | 6.26 | robust |
| Former | 8.98 | robust |
| FEDformer | 2.87 | robust |
| PatchTST | 2.03 | robust |
| iTransformer | 0.29 | robust |