Multivariate Forecasting on PEMS07 (test)
0.068MSESEED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SEEDInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.068 | 0.165 | |
| SOFTSInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.075 | 0.173 | |
| ForecastGrapherInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.05 | 0.079 | 0.172 | |
| SOFTSLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.087 | 0.184 | |
| LeddamInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.087 | 0.192 | |
| iTransformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.088 | 0.19 | |
| iTransformerInput length=962023.10 | 0.101 | 0.204 | |
| iTransformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.101 | 0.204 | |
| TSMixerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.112 | 0.217 | |
| SCINetInput length=962023.10 | 0.119 | 0.234 | |
| SCINetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.119 | 0.234 | |
| FourierGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.05 | 0.123 | 0.237 | |
| TimesNetInput length=962023.10 | 0.124 | 0.225 | |
| TimesNetLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.124 | 0.225 | |
| StationaryInput length=962023.10 | 0.127 | 0.23 | |
| StationaryLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.127 | 0.23 | |
| PatchTSTLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.144 | 0.233 | |
| FEDformerInput length=962023.10 | 0.165 | 0.283 | |
| FEDformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.165 | 0.283 | |
| PatchTSTInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.166 | 0.27 | |
| CrossformerInput length L=96, Forecasting horizons T={12, 24, 48}2025.12 | 0.181 | 0.272 | |
| StemGNNInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.05 | 0.184 | 0.289 | |
| PatchTSTInput length=962023.10 | 0.211 | 0.303 | |
| CrossformerInput length=962023.10 | 0.235 | 0.315 | |
| CrossformerLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.235 | 0.315 | |
| DLinearInput length=962023.10 | 0.329 | 0.395 | |
| DLinearLookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.329 | 0.395 | |
| AutoformerInput length=962023.10 | 0.367 | 0.451 | |
| TiDEInput length=962023.10 | 0.38 | 0.44 | |
| TiDELookback window length (L)=96, Prediction horizons (H)={12, 24, 48, 96}2024.04 | 0.38 | 0.44 | |
| RLinearInput length=962023.10 | 0.504 | 0.478 | |
| NaiveInput length=96, Output lengths=averaged {12, 24, 48, 96}2024.05 | 0.966 | 0.72 |