Time Series Forecasting on Australian Retail Turnover
6.101MAPEAutoETS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AutoETSModel Type=Local2024.05 | 6.101 | 6.113 | 6.112 | 17.128 | 14.037 | — | |
| Hyper-Tree-ETSRuntime (Minutes)=1.1662024.05 | 6.202 | 6.3 | 6.252 | 17.966 | 15.062 | 1.066 | |
| Hyper-TreeNet-ARModel Type=Local2024.05 | 6.248 | 6.218 | 6.298 | 16.612 | 13.659 | — | |
| Hyper-Tree-ETSModel Type=Local2024.05 | 6.312 | 6.399 | 6.372 | 20.062 | 16.8 | — | |
| Hyper-TreeNet-ARRuntime (Minutes)=0.1092024.05 | 6.403 | 6.292 | 6.427 | 16.179 | 13.409 | 1.09 | |
| AutoARIMA-XModel Type=Local2024.05 | 6.846 | 6.681 | 6.755 | 18.268 | 15.731 | — | |
| Hyper-Tree-ARRuntime (Minutes)=0.6182024.05 | 6.877 | 6.656 | 6.863 | 19.613 | 16.729 | 1.271 | |
| Hyper-Tree-ARModel Type=Local2024.05 | 6.997 | 6.781 | 7.001 | 19.728 | 16.795 | — | |
| ChronosRuntime (Minutes)=1.2522024.05 | 7.117 | 6.914 | 7.026 | 18.166 | 15.832 | 1.243 | |
| AutoARIMAModel Type=Local2024.05 | 7.146 | 7.096 | 7.051 | 18.533 | 16.235 | — | |
| Deep-ARRuntime (Minutes)=5.3552024.05 | 7.752 | 7.363 | 7.685 | 21.021 | 18.519 | 1.403 | |
| LightGBM-ARRuntime (Minutes)=0.0132024.05 | 8.247 | 7.882 | 8.134 | 21.097 | 17.926 | 1.479 | |
| AR-XModel Type=Local2024.05 | 8.32 | 8.309 | 8.372 | 27.563 | 21.716 | — | |
| ARModel Type=Local2024.05 | 9.09 | 9.089 | 9.131 | 30.694 | 24.463 | — | |
| LightGBMModel Type=Local2024.05 | 9.18 | 8.864 | 9.025 | 20.368 | 17.166 | — | |
| LightGBM-ARModel Type=Local2024.05 | 9.482 | 8.908 | 9.455 | 23.676 | 19.736 | — | |
| TFTRuntime (Minutes)=10.2992024.05 | 9.756 | 9.085 | 9.669 | 26.25 | 22.725 | 1.832 | |
| LightGBM-STLModel Type=Local2024.05 | 10.734 | 11.02 | 10.905 | 26.81 | 23.162 | — | |
| LightGBMRuntime (Minutes)=0.0122024.05 | 12.95 | 12.53 | 12.785 | 22.006 | 18.866 | 2.234 |