Load Forecasting on UT Austin dataset (test)
0.79RMSEChronos
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=1 h2024.11 | 0.79 | 0.56 | 1.36 | |
| TFTForecast horizon=1 h2024.11 | 0.85 | 0.61 | 1.48 | |
| PatchTSTForecast horizon=1 h2024.11 | 0.87 | 0.63 | 1.53 | |
| AutoARIMAForecast horizon=1 h2024.11 | 1.02 | 0.77 | 1.9 | |
| DeepARForecast horizon=1 h2024.11 | 1.11 | 0.83 | 2 | |
| AutoETSForecast horizon=1 h2024.11 | 1.18 | 0.89 | 2.17 | |
| ChronosForecast horizon=6 h2024.11 | 1.59 | 1.1 | 2.68 | |
| TFTForecast horizon=6 h2024.11 | 1.82 | 1.31 | 3.17 | |
| ChronosForecast horizon=12 h2024.11 | 2.08 | 1.49 | 3.66 | |
| DeepARForecast horizon=12 h2024.11 | 2.18 | 1.63 | 4 | |
| PatchTSTForecast horizon=6 h2024.11 | 2.18 | 1.53 | 3.7 | |
| TFTForecast horizon=12 h2024.11 | 2.2 | 1.62 | 3.97 | |
| ChronosForecast horizon=24 h2024.11 | 2.48 | 1.82 | 4.42 | |
| DeepARForecast horizon=6 h2024.11 | 2.69 | 2.01 | 4.69 | |
| ChronosForecast horizon=48 h2024.11 | 2.93 | 2.14 | 5.26 | |
| AutoARIMAForecast horizon=6 h2024.11 | 2.94 | 2.14 | 5.28 | |
| PatchTSTForecast horizon=12 h2024.11 | 2.94 | 2.25 | 5.63 | |
| TFTForecast horizon=24 h2024.11 | 3.17 | 2.33 | 5.83 | |
| PatchTSTForecast horizon=24 h2024.11 | 3.23 | 2.41 | 5.95 | |
| AutoETSForecast horizon=12 h2024.11 | 3.52 | 2.81 | 7.05 | |
| AutoARIMAForecast horizon=12 h2024.11 | 3.55 | 2.66 | 6.56 | |
| PatchTSTForecast horizon=48 h2024.11 | 3.56 | 2.74 | 6.71 | |
| AutoETSForecast horizon=6 h2024.11 | 3.69 | 2.82 | 6.88 | |
| SNMForecast horizon=1 h2024.11 | 3.79 | 2.83 | 6.95 | |
| SNMForecast horizon=6 h2024.11 | 3.79 | 2.83 | 6.95 | |
| SNMForecast horizon=12 h2024.11 | 3.79 | 2.83 | 6.95 | |
| SNMForecast horizon=24 h2024.11 | 3.79 | 2.83 | 6.95 | |
| DeepARForecast horizon=24 h2024.11 | 3.79 | 3 | 6.91 | |
| TFTForecast horizon=48 h2024.11 | 3.87 | 2.88 | 7 | |
| CSBAForecast horizon=1 h2024.11 | 4.26 | 3.41 | 7.96 | |
| AutoARIMAForecast horizon=24 h2024.11 | 4.28 | 3.19 | 7.81 | |
| AutoETSForecast horizon=24 h2024.11 | 4.32 | 3.46 | 8.36 | |
| SNMForecast horizon=48 h2024.11 | 4.34 | 3.31 | 8.09 | |
| AutoARIMAForecast horizon=48 h2024.11 | 4.41 | 3.42 | 8.39 | |
| TimeLLMForecast horizon=1 h2024.11 | 4.56 | 3.67 | 8.75 | |
| CSBAForecast horizon=24 h2024.11 | 4.6 | 3.73 | 8.96 | |
| AutoETSForecast horizon=48 h2024.11 | 4.8 | 3.84 | 9.32 | |
| CSBAForecast horizon=6 h2024.11 | 4.9 | 3.9 | 9.16 | |
| NPTSForecast horizon=1 h2024.11 | 5.01 | 4.05 | 9.44 | |
| NPTSForecast horizon=24 h2024.11 | 5.01 | 4.06 | 9.46 | |
| NPTSForecast horizon=12 h2024.11 | 5.02 | 4.05 | 9.43 | |
| NPTSForecast horizon=6 h2024.11 | 5.03 | 4.06 | 9.46 | |
| CSBAForecast horizon=48 h2024.11 | 5.05 | 4.07 | 9.76 | |
| NPTSForecast horizon=48 h2024.11 | 5.05 | 4.09 | 9.53 | |
| CSBAForecast horizon=12 h2024.11 | 5.33 | 4.44 | 10.53 | |
| TimeLLMForecast horizon=6 h2024.11 | 6.19 | 4.95 | 12.47 | |
| TimeLLMForecast horizon=12 h2024.11 | 7.08 | 5.54 | 14.05 | |
| TimeLLMForecast horizon=48 h2024.11 | 8.07 | 6.43 | 15.98 | |
| DeepARForecast horizon=48 h2024.11 | 10.4 | 8.44 | 19.07 | |
| TimeLLMForecast horizon=24 h2024.11 | 10.64 | 8.39 | 20.79 |