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Benchmarks
Univariate Load Forecasting on UT Austin 12h horizon data-scarce scenario (test)
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2.08
RMSE (MW)
Chronos
1.876
3.253
4.63
6.007
Nov 18, 2024
RMSE (MW)
MAE (MW)
MAPE
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE (MW)
MAE (MW)
MAPE
Chronos
Forecast horizon=12 h,...
2024.11
2.08
1.49
3.66
PatchTST
Forecast horizon=12 h
2024.11
2.92
2.19
5.33
AutoARIMA
Forecast horizon=12 h
2024.11
3.21
2.42
5.96
DeepAR
Forecast horizon=12 h
2024.11
3.44
2.74
6.63
AutoETS
Forecast horizon=12 h
2024.11
3.52
2.81
7.05
TFT
Forecast horizon=12 h
2024.11
3.52
2.67
6.66
SNM
Forecast horizon=12 h
2024.11
3.79
2.83
6.95
NPTS
Forecast horizon=12 h
2024.11
3.96
3.18
7.79
CSBA
Forecast horizon=12 h
2024.11
5.33
4.44
10.53
TimeLLM
Forecast horizon=12 h
2024.11
7.18
5.71
14.45
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