Univariate Load Forecasting on UT Austin 1h horizon (test)
0.79RMSE (MW)Chronos
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=1 h, Scenario=Data-scarce, Execution count=30, Zero-shot=true2024.11 | 0.79 | 0.56 | 1.36 | |
| TFTForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 0.83 | 0.59 | 1.44 | |
| AutoARIMAForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 0.92 | 0.69 | 1.69 | |
| PatchTSTForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 1.09 | 0.84 | 2.04 | |
| AutoETSForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 1.18 | 0.89 | 2.17 | |
| DeepARForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 1.76 | 1.37 | 3.34 | |
| SNMForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 3.79 | 2.83 | 6.95 | |
| NPTSForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 3.96 | 3.17 | 7.77 | |
| CSBAForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 4.26 | 3.41 | 7.96 | |
| TimeLLMForecast horizon=1 h, Scenario=Data-scarce, Execution count=302024.11 | 4.51 | 3.64 | 8.67 |