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Univariate Time-series Forecasting on Exchange (test)

0.104MSE

Non-stationary Transformer

Updated 4d ago

Evaluation Results

Method	Links
Non-stationary Transformer 2022.05		0.104	0.235
ARIMA 2022.05		0.112	0.245
N-HITS 2022.05		0.114	0.248
N-BEATS 2022.05		0.156	0.299
Non-stationary Transformer 2022.05		0.23	0.375
Autoformer 2022.05		0.241	0.387
N-HITS 2022.05		0.25	0.387
Autoformer 2022.05		0.273	0.403
DLinear 2024.02		0.277	0.377
Pyraformer 2022.05		0.29	0.439
ARIMA 2022.05		0.304	0.404
TimesNet 2024.02		0.32	0.396
ContiFormer 2024.02		0.339	0.399
FEDformer 2024.02		0.392	0.446
Non-stationary Transformer 2022.05		0.432	0.509
N-HITS 2022.05		0.434	0.516
Autoformer 2024.02		0.44	0.477
Autoformer 2022.05		0.508	0.539
Informer 2022.05		0.591	0.615
Pyraformer 2022.05		0.594	0.644
N-BEATS 2022.05		0.611	0.605
N-BEATS 2022.05		0.669	0.665
ARIMA 2022.05		0.736	0.598
Non-stationary Transformer 2022.05		0.782	0.682
Pyraformer 2022.05		0.962	0.824
Autoformer 2022.05		0.991	0.768
N-HITS 2022.05		1.061	0.773
N-BEATS 2022.05		1.111	0.86
Informer 2022.05		1.183	0.912
Reformer 2022.05		1.258	0.924
Reformer 2022.05		1.28	0.953
Pyraformer 2022.05		1.285	0.958
Transformer 2024.02		1.325	0.949
Reformer 2022.05		1.327	0.944
Informer 2022.05		1.367	0.984
ARIMA 2022.05		1.871	0.935
Informer 2022.05		1.872	1.072
Reformer 2022.05		2.179	1.296