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Time Series Forecasting on GFS Wind Speed
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3.865
MSE
UniRepLKNet-S
3.61988
5.27444
6.929
8.58356
Nov 27, 2023
MSE
MAE
Updated 4d ago
Evaluation Results
Method
Method
Links
MSE
MAE
UniRepLKNet-S
Type=ConvNet, Params=132M
2023.11
3.865
1.301
Corrformer
Type=Transformer, Para...
2023.11
3.889
1.304
StemGNN
Type=GNN, Params=180M
2023.11
4.066
1.389
GDBT
Type=Statistics-based
2023.11
4.101
1.417
N-BEATS
Type=Numerical Simulation
2023.11
4.124
1.39
Pyraformer
Type=Transformer, Para...
2023.11
4.614
1.514
ERA5 (reanalysis)
Type=Numerical Simulation
2023.11
4.999
1.587
DeepAR
Type=Numerical Simulation
2023.11
5.248
1.602
Holt-Winters
Type=Statistics-based
2023.11
5.912
1.664
Prophet
Type=Statistics-based
2023.11
9.691
2.382
GFS (reanalysis)
Type=Numerical Simulation
2023.11
9.993
2.34
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