Univariate Time Series Forecasting on Weather
0.0013MSEFiLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FiLMInput length (I)=96, Output length (O)=962023.10 | 0.0013 | 0.026 | |
| BasisFormerInput length (I)=96, Output length (O)=962023.10 | 0.0014 | 0.027 | |
| FiLMInput length (I)=96, Output length (O)=1922023.10 | 0.0015 | 0.029 | |
| MinusformerInput Length=96, Prediction Length=Avg2024.02 | 0.0015 | 0.0293 | |
| MinusformerInput length=962024.02 | 0.0015 | 0.0293 | |
| BasisFormerInput length (I)=96, Output length (O)=1922023.10 | 0.0016 | 0.03 | |
| BasisFormerInput length (I)=96, Output length (O)=3362023.10 | 0.0016 | 0.03 | |
| FiLMInput length (I)=96, Output length (O)=3362023.10 | 0.0017 | 0.03 | |
| PeriodformerInput Length=144, Prediction Length=Avg2024.02 | 0.0017 | 0.0317 | |
| PeriodformerInput length=14402024.02 | 0.0017 | 0.0317 | |
| InformerInput length (I)=96, Output length (O)=1922023.10 | 0.002 | 0.04 | |
| FiLMInput length (I)=96, Output length (O)=7202023.10 | 0.0022 | 0.035 | |
| BasisFormerInput length (I)=96, Output length (O)=7202023.10 | 0.0022 | 0.035 | |
| InformerInput length (I)=96, Output length (O)=7202023.10 | 0.003 | 0.042 | |
| InformerInput Length=96, Prediction Length=Avg2024.02 | 0.0033 | 0.0438 | |
| InformerInput length=962024.02 | 0.0033 | 0.0438 | |
| InformerInput length (I)=96, Output length (O)=962023.10 | 0.004 | 0.044 | |
| InformerInput length (I)=96, Output length (O)=3362023.10 | 0.004 | 0.049 | |
| FedformerInput length (I)=96, Output length (O)=3362023.10 | 0.0041 | 0.05 | |
| DlinearInput length (I)=96, Output length (O)=962023.10 | 0.005 | 0.057 | |
| FedformerInput length (I)=96, Output length (O)=7202023.10 | 0.0055 | 0.059 | |
| DlinearInput length (I)=96, Output length (O)=1922023.10 | 0.0058 | 0.063 | |
| LogTransInput Length=96, Prediction Length=Avg2024.02 | 0.0059 | 0.0563 | |
| LogTransInput length=962024.02 | 0.0059 | 0.0563 | |
| FedformerInput length (I)=96, Output length (O)=1922023.10 | 0.006 | 0.062 | |
| FedformerInput length (I)=96, Output length (O)=962023.10 | 0.0062 | 0.062 | |
| AutoformerInput length (I)=96, Output length (O)=3362023.10 | 0.0063 | 0.062 | |
| DlinearInput length (I)=96, Output length (O)=3362023.10 | 0.0063 | 0.067 | |
| DlinearInput length (I)=96, Output length (O)=7202023.10 | 0.0064 | 0.066 | |
| AutoformerInput length (I)=96, Output length (O)=1922023.10 | 0.0075 | 0.067 | |
| FEDformerInput Length=96, Prediction Length=Avg2024.02 | 0.008 | 0.067 | |
| FEDformerInput length=962024.02 | 0.008 | 0.067 | |
| AutoformerInput Length=96, Prediction Length=Avg2024.02 | 0.0083 | 0.07 | |
| AutoformerInput length=962024.02 | 0.0083 | 0.07 | |
| AutoformerInput length (I)=96, Output length (O)=7202023.10 | 0.0085 | 0.07 | |
| CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.06 | 0.01 | 0.07 | |
| TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.06 | 0.01 | — | |
| AutoformerInput length (I)=96, Output length (O)=962023.10 | 0.011 | 0.081 | |
| ReformerInput Length=96, Prediction Length=Avg2024.02 | 0.0115 | 0.0785 | |
| ReformerInput length=962024.02 | 0.0115 | 0.0785 |