Univariate Load Forecasting on UT Austin 48h horizon (test)
2.93RMSE (MW)Chronos
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=48 h, Scenario=Data-scarce, Zero-shot=true2024.11 | 2.93 | 2.14 | 5.26 | |
| AutoARIMAForecast horizon=48 h, Scenario=Data-scarce2024.11 | 4.07 | 3.18 | 7.82 | |
| NPTSForecast horizon=48 h, Scenario=Data-scarce2024.11 | 4.09 | 3.28 | 8.03 | |
| SNMForecast horizon=48 h, Scenario=Data-scarce2024.11 | 4.34 | 3.31 | 8.09 | |
| AutoETSForecast horizon=48 h, Scenario=Data-scarce2024.11 | 4.8 | 3.84 | 9.32 | |
| CSBAForecast horizon=48 h, Scenario=Data-scarce2024.11 | 5.05 | 4.07 | 9.76 | |
| TFTForecast horizon=48 h, Scenario=Data-scarce2024.11 | 5.13 | 3.97 | 9.88 | |
| PatchTSTForecast horizon=48 h, Scenario=Data-scarce2024.11 | 5.79 | 4.65 | 10.99 | |
| TimeLLMForecast horizon=48 h, Scenario=Data-scarce2024.11 | 6.87 | 5.55 | 13.87 | |
| DeepARForecast horizon=48 h, Scenario=Data-scarce2024.11 | 7.41 | 6.19 | 15.53 |