Time-series forecasting on Beijing Station benchmark leaderboard · SOTA2 Research

Time-series forecasting on Beijing Station

0.0104MAEFedformer

Evaluation Results

Method	Links
Fedformer2023.02		0.0104	0.975
AttentionMixer2023.02		0.0104	0.9756
Transformer2023.02		0.0142	0.9642
GRU2023.02		0.0177	0.9021
LSTM2023.02		0.0181	0.9025
Fedformer2023.02		0.0185	0.9239
Informer2023.02		0.0189	0.9082
AttentionMixer2023.02		0.0197	0.9044
AttentionMixer2023.02		0.0213	0.8465
LSTM2023.02		0.0214	0.8343
GRU2023.02		0.0214	0.8382
Transformer2023.02		0.0223	0.864
Fedformer2023.02		0.0233	0.8506
GRU2023.02		0.0247	0.7577
LSTM2023.02		0.0251	0.7478
Fedformer2023.02		0.0254	0.7684
Informer2023.02		0.0276	0.7745
GRU2023.02		0.028	0.6742
AttentionMixer2023.02		0.028	0.7245
Transformer2023.02		0.0282	0.7915
Informer2023.02		0.0287	0.8444
LSTM2023.02		0.0294	0.6547
XGB2023.02		0.0302	0.8943
XGB2023.02		0.0332	0.8393
Transformer2023.02		0.0334	0.6826
RF2023.02		0.0337	0.858
RF2023.02		0.036	0.8193
XGB2023.02		0.037	0.7684
RF2023.02		0.0383	0.7589
GBDT2023.02		0.0396	0.7453
GBDT2023.02		0.0406	0.7137
XGB2023.02		0.0412	0.6719
RF2023.02		0.0413	0.6753
GBDT2023.02		0.042	0.6543
GBDT2023.02		0.0444	0.5678
Informer2023.02		0.0482	0.6144
LASSO2023.02		0.05	0.4015
LASSO2023.02		0.0511	0.3663
LASSO2023.02		0.0527	0.3124
LASSO2023.02		0.0546	0.2491
SVR2023.02		0.0664	0.4429
SVR2023.02		0.0677	0.4828
SVR2023.02		0.0712	0.4843
SVR2023.02		0.0723	0.4743
AR2023.02		0.0925	0.7672
MA2023.02		0.0952	0.7563
ARIMA2023.02		0.0962	0.77
ARIMA2023.02		0.0982	0.7339
ARIMA2023.02		0.1	0.7342
AR2023.02		0.1005	0.7265
MA2023.02		0.1027	0.7193
ARIMA2023.02		0.1048	0.7228
AR2023.02		0.1068	0.6887
MA2023.02		0.1081	0.6828
AR2023.02		0.1161	0.6455
MA2023.02		0.1161	0.6437