Table 11 Friedman statistical test ranking using the MAPE.
Model | Ranking (MAPE) |
|---|---|
Hybrid with retraining | 1.8 |
Hybrid without retraining | 4.2 |
TFT with retraining | 5.2 |
TFT without retraining | 7.2 |
ARIMA without retraining | 9.1 |
ARIMA with retraining | 9.1 |
Transformer without retraining | 11.0 |
Theta without retraining | 11.5 |
Theta with retraining | 11.5 |
TCN with retraining | 13.8 |
FFT without retraining | 13.9 |
FFT with retraining | 13.9 |
ES with retraining | 15.1 |
ES without retraining | 15.1 |
TCN without retraining | 15.2 |
LSTM without retraining | 15.2 |
DeepAR with retraining | 16.0 |
LSTM with retraining | 16.4 |
Transformer with retraining | 17.2 |
N-BEATS without retraining | 17.6 |
N-BEATS with retraining | 18.4 |
DeepAR without retraining | 20.2 |