时序数据预测

https://paperswithcode.com/sota/time-series-forecasting-on-etth2-48?p=informer-beyond-efficient-transformer-for

时序数据预测

 

https://colab.research.google.com/drive/1_X7O2BkFLvqyCdZzDZvV2MB0aAvYALLC#scrollTo=SA_i2gbl-rn-

 

 

 

1    
SCINet
(Univariate)
    0.227    0.089    
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
    
2021
    
2    
DLinear
    0.235    0.096    
Are Transformers Effective for Time Series Forecasting?
    
2022
    
3    
QuerySelector
    0.2622    0.1117    
Long-term series forecasting with Query Selector -- efficient model of sparse attention
    
2021
    
4    
Transformer
    0.2763    0.1218    
Long-term series forecasting with Query Selector -- efficient model of sparse attention
    
2021
    
5    
Informer
    0.314    0.155    
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
    
2020
    
6    
Yformer
    0.334    0.172    
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting
    
2021
    
7    
SCINet
(Multivariate)
    0.341    0.259    
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
    
2021
    
8    
ARIMA
    0.474    3.190    
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
    
2020