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 |