Multivariate Time Series Forecasting on Traffic standard (test)
0.387MSETimeMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.387 | 0.262 | |
| NPMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.391 | 0.269 | |
| PatchTSTLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.391 | 0.264 | |
| TSMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.408 | 0.284 | |
| SOFTSPrediction Horizon=Avg, Look-back length=962026.02 | 0.409 | 0.267 | |
| PatchTSTHorizon=962025.12 | 0.446 | 0.298 | |
| GTRPrediction Horizon=Avg, Look-back length=962026.02 | 0.47 | 0.28 | |
| Lite-STGNNHorizon=1922025.12 | 0.536 | 0.319 | |
| CrossformerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.542 | 0.283 | |
| Lite-STGNNHorizon=962025.12 | 0.545 | 0.325 | |
| Lite-STGNNHorizon=3362025.12 | 0.547 | 0.325 | |
| Lite-STGNNHorizon=Mean2025.12 | 0.552 | 0.328 | |
| Lite-STGNNHorizon=7202025.12 | 0.58 | 0.344 | |
| TimesNetLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.62 | 0.336 |