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Univariate Load Forecasting on UT Austin 24h horizon data-scarce scenario (test)
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2.48
RMSE (MW)
Chronos
2.2312
3.9106
5.59
7.2694
Nov 18, 2024
RMSE (MW)
MAE (MW)
MAPE (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE (MW)
MAE (MW)
MAPE (%)
Chronos
Forecast horizon=24 h,...
2024.11
2.48
1.82
4.42
AutoARIMA
Forecast horizon=24 h
2024.11
3.69
2.85
6.96
SNM
Forecast horizon=24 h
2024.11
3.79
2.83
6.95
PatchTST
Forecast horizon=24 h
2024.11
3.88
3.06
7.59
NPTS
Forecast horizon=24 h
2024.11
3.95
3.17
7.78
AutoETS
Forecast horizon=24 h
2024.11
4.32
3.46
8.36
TFT
Forecast horizon=24 h
2024.11
4.37
3.4
8.61
CSBA
Forecast horizon=24 h
2024.11
4.6
3.73
8.96
DeepAR
Forecast horizon=24 h
2024.11
4.82
3.92
9.95
TimeLLM
Forecast horizon=24 h
2024.11
8.7
7.04
17.59
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