Building IoT forecasting on BTS-C (test)
0.319nMAEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.319 | 0.611 | |
| TopoBrickForecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.319 | 0.664 | |
| iTrans.Forecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.323 | 0.582 | |
| Chronos-2Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.326 | 0.669 | |
| DLinearForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.343 | 0.612 | |
| FITSForecast Horizon (H)=24, Evaluation Protocol=Full-shot2026.07 | 0.352 | 0.62 | |
| TimesFM2.0Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.359 | 0.648 | |
| Moirai2.0Forecast Horizon (H)=24, Evaluation Protocol=Zero-shot2026.07 | 0.385 | 0.746 | |
| PersistenceForecast Horizon (H)=24, Evaluation Protocol=Naive2026.07 | 0.396 | 0.918 | |
| iTrans.Forecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.422 | 0.859 | |
| PatchTSTForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.426 | 0.871 | |
| Chronos-2Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.427 | 0.965 | |
| TopoBrickForecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.427 | 0.961 | |
| DLinearForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.43 | 0.855 | |
| FITSForecast Horizon (H)=48, Evaluation Protocol=Full-shot2026.07 | 0.437 | 0.868 | |
| Chronos-2Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.47 | 0.709 | |
| PatchTSTForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.473 | 0.635 | |
| iTrans.Forecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.476 | 0.661 | |
| TopoBrickForecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.476 | 0.72 | |
| FITSForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.479 | 0.629 | |
| DLinearForecast Horizon (H)=72, Evaluation Protocol=Full-shot2026.07 | 0.479 | 0.641 | |
| Chronos-2Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.495 | 0.752 | |
| FITSForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.499 | 0.674 | |
| TopoBrickForecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.502 | 0.779 | |
| iTrans.Forecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.503 | 0.69 | |
| PatchTSTForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.504 | 0.7 | |
| DLinearForecast Horizon (H)=96, Evaluation Protocol=Full-shot2026.07 | 0.504 | 0.7 | |
| TimesFM2.0Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.508 | 1.17 | |
| Moirai2.0Forecast Horizon (H)=48, Evaluation Protocol=Zero-shot2026.07 | 0.544 | 1.33 | |
| TimesFM2.0Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.584 | 1.036 | |
| TimesFM2.0Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.615 | 1.135 | |
| Moirai2.0Forecast Horizon (H)=72, Evaluation Protocol=Zero-shot2026.07 | 0.622 | 1.157 | |
| PersistenceForecast Horizon (H)=48, Evaluation Protocol=Naive2026.07 | 0.624 | 1.908 | |
| SNaiveForecast Horizon (H)=96, Evaluation Protocol=Naive2026.07 | 0.646 | 2.546 | |
| Moirai2.0Forecast Horizon (H)=96, Evaluation Protocol=Zero-shot2026.07 | 0.648 | 1.201 | |
| SNaiveForecast Horizon (H)=72, Evaluation Protocol=Naive2026.07 | 0.679 | 3.314 | |
| PersistenceForecast Horizon (H)=96, Evaluation Protocol=Naive2026.07 | 0.708 | 1.471 | |
| PersistenceForecast Horizon (H)=72, Evaluation Protocol=Naive2026.07 | 0.719 | 1.639 | |
| SNaiveForecast Horizon (H)=48, Evaluation Protocol=Naive2026.07 | 0.744 | 5.254 | |
| SNaiveForecast Horizon (H)=24, Evaluation Protocol=Naive2026.07 | 0.861 | 7.112 |