Multivariate Time Series Forecasting on ETTm2 full (test)
0.255MSEAutoformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.255 | 0.339 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.281 | 0.34 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 0.339 | 0.372 | |
| InformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.365 | 0.453 | |
| AutoformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 0.422 | 0.419 | |
| InformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.533 | 0.563 | |
| ReformerInput Length (I)=96, Prediction Length (O)=962021.06 | 0.658 | 0.619 | |
| LogTransInput Length (I)=96, Prediction Length (O)=962021.06 | 0.768 | 0.642 | |
| LogTransInput Length (I)=96, Prediction Length (O)=1922021.06 | 0.989 | 0.757 | |
| ReformerInput Length (I)=96, Prediction Length (O)=1922021.06 | 1.078 | 0.827 | |
| LogTransInput Length (I)=96, Prediction Length (O)=3362021.06 | 1.334 | 0.872 | |
| InformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 1.363 | 0.887 | |
| ReformerInput Length (I)=96, Prediction Length (O)=3362021.06 | 1.549 | 0.972 | |
| LSTMInput Length (I)=96, Prediction Length (O)=962021.06 | 2.041 | 1.073 | |
| LSTMInput Length (I)=96, Prediction Length (O)=1922021.06 | 2.249 | 1.112 | |
| LSTMInput Length (I)=96, Prediction Length (O)=3362021.06 | 2.568 | 1.238 | |
| ReformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 2.631 | 1.242 | |
| LSTMInput Length (I)=96, Prediction Length (O)=7202021.06 | 2.72 | 1.287 | |
| TCNInput Length (I)=96, Prediction Length (O)=962021.06 | 3.041 | 1.33 | |
| LogTransInput Length (I)=96, Prediction Length (O)=7202021.06 | 3.048 | 1.328 | |
| TCNInput Length (I)=96, Prediction Length (O)=1922021.06 | 3.072 | 1.339 | |
| TCNInput Length (I)=96, Prediction Length (O)=3362021.06 | 3.105 | 1.348 | |
| TCNInput Length (I)=96, Prediction Length (O)=7202021.06 | 3.135 | 1.354 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=962021.06 | 3.142 | 1.365 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=1922021.06 | 3.154 | 1.369 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=3362021.06 | 3.16 | 1.369 | |
| LSTNetInput Length (I)=96, Prediction Length (O)=7202021.06 | 3.171 | 1.368 | |
| InformerInput Length (I)=96, Prediction Length (O)=7202021.06 | 3.379 | 1.388 |