Time Series Forecasting on ETTm1 (MSE (L), MSE (T), MSE (C))
0.343MSE (L)Full Data
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full DataBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.343 | 0.345 | 0.334 | |
| Full DataBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.343 | 0.345 | 0.334 | |
| Full DataBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.343 | 0.345 | 0.334 | |
| HDTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.364 | 0.405 | 0.389 | |
| HDTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.37 | 0.523 | 0.396 | |
| HDTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.377 | 0.406 | 0.399 | |
| CondTSFBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.41 | 0.422 | 0.416 | |
| CondTSFBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.411 | 0.411 | 0.407 | |
| TESLABackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.443 | 0.475 | 0.438 | |
| MTTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.493 | 0.879 | 1.342 | |
| CondTSFBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.574 | 0.55 | 0.531 | |
| DCBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.751 | 0.657 | 0.654 | |
| DCBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.801 | 0.688 | 0.659 | |
| DCBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.871 | 0.675 | 0.663 | |
| MTTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.904 | 0.589 | 0.538 | |
| RandomBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.919 | 0.732 | 0.666 | |
| RandomBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.919 | 0.732 | 0.666 | |
| RandomBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.919 | 0.732 | 0.666 | |
| TESLABackbone=xPatch, Synthetic data size (M)=3842026.03 | 1.161 | 0.666 | 0.421 | |
| TESLABackbone=iTransformer, Synthetic data size (M)=3842026.03 | 1.299 | 0.452 | 0.428 | |
| MTTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 1.368 | 0.584 | 0.567 |