Probabilistic Forecasting on Traffic (Q-Risk)
0.2542Q-RiskvLinear
Evaluation results
| Method | Links | |
|---|---|---|
| vLinearQuantile=0.9, Input-Predict Setting=Input-96-Predict-962026.01 | 0.2542 | |
| vLinearQuantile=0.8, Input-Predict Setting=Input-96-Predict-962026.01 | 0.2817 | |
| vLinearQuantile=0.5, Input-Predict Setting=Input-96-Predict-962026.01 | 0.2922 | |
| vLinearQuantile=0.7, Input-Predict Setting=Input-96-Predict-962026.01 | 0.2944 | |
| vLinearQuantile=0.6, Input-Predict Setting=Input-96-Predict-962026.01 | 0.2974 | |
| QuantileFormerQuantile=0.9, Input-Predict Setting=Input-96-Predict-962026.01 | 0.4688 | |
| AutoformerQuantile=0.9, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.497 | |
| PatchTSTQuantile=0.8, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.5962 | |
| QuantileFormerQuantile=0.8, Input-Predict Setting=Input-96-Predict-962026.01 | 0.5998 | |
| AutoformerQuantile=0.8, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.6064 | |
| iTransformerQuantile=0.8, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.8247 | |
| QuantileFormerQuantile=0.6, Input-Predict Setting=Input-96-Predict-962026.01 | 0.8291 | |
| QuantileFormerQuantile=0.5, Input-Predict Setting=Input-96-Predict-962026.01 | 0.8489 | |
| QuantileFormerQuantile=0.7, Input-Predict Setting=Input-96-Predict-962026.01 | 0.8489 | |
| TransformerQuantile=0.8, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.8679 | |
| AutoformerQuantile=0.7, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.8686 | |
| FEDformerQuantile=0.9, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.877 | |
| DeepARQuantile=0.6, Input-Predict Setting=Input-96-Predict-962026.01 | 0.8813 | |
| FEDformerQuantile=0.6, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9188 | |
| TransformerQuantile=0.9, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9247 | |
| TransformerQuantile=0.6, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9325 | |
| DeepARQuantile=0.8, Input-Predict Setting=Input-96-Predict-962026.01 | 0.9394 | |
| TransformerQuantile=0.5, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9664 | |
| PatchTSTQuantile=0.5, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9775 | |
| AutoformerQuantile=0.5, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 0.9908 | |
| DeepARQuantile=0.5, Input-Predict Setting=Input-96-Predict-962026.01 | 1.0502 | |
| TransformerQuantile=0.7, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.0574 | |
| AutoformerQuantile=0.6, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.1109 | |
| PatchTSTQuantile=0.7, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.1269 | |
| PatchTSTQuantile=0.9, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.145 | |
| DeepARQuantile=0.9, Input-Predict Setting=Input-96-Predict-962026.01 | 1.1539 | |
| iTransformerQuantile=0.7, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.1941 | |
| DeepARQuantile=0.7, Input-Predict Setting=Input-96-Predict-962026.01 | 1.2484 | |
| iTransformerQuantile=0.6, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.3545 | |
| iTransformerQuantile=0.9, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.5621 | |
| PatchTSTQuantile=0.6, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.6937 | |
| FEDformerQuantile=0.8, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.7356 | |
| iTransformerQuantile=0.5, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 1.8998 | |
| FEDformerQuantile=0.7, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 2.3784 | |
| FEDformerQuantile=0.5, Input-Predict Setting=Input-96-Predict-96, Training Loss=Quantile Loss2026.01 | 2.4497 |