Time Series Forecasting on Electricity (MSE (L), MSE (T), MSE (C))
0.195MSE (L)Full Data
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full DataBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.195 | 0.152 | 0.175 | |
| Full DataBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.195 | 0.152 | 0.175 | |
| Full DataBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.195 | 0.152 | 0.175 | |
| HDTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.208 | 0.239 | 0.232 | |
| HDTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.229 | 0.231 | 0.23 | |
| CondTSFBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.231 | 0.241 | 0.238 | |
| CondTSFBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.231 | 0.235 | 0.234 | |
| CondTSFBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.237 | 0.261 | 0.246 | |
| HDTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.237 | 0.253 | 0.24 | |
| MTTBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.342 | 0.412 | 0.489 | |
| DCBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.372 | 0.322 | 0.343 | |
| TESLABackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.388 | 0.413 | 0.394 | |
| RandomBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.4 | 0.327 | 0.351 | |
| RandomBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.4 | 0.327 | 0.351 | |
| RandomBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.4 | 0.327 | 0.351 | |
| DCBackbone=DLinear, Synthetic data size (M)=3842026.03 | 0.413 | 0.333 | 0.351 | |
| MTTBackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.42 | 0.334 | 0.348 | |
| TESLABackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.422 | 0.305 | 0.351 | |
| DCBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.462 | 0.337 | 0.363 | |
| TESLABackbone=xPatch, Synthetic data size (M)=3842026.03 | 0.508 | 0.334 | 0.372 | |
| MTTBackbone=iTransformer, Synthetic data size (M)=3842026.03 | 0.535 | 0.316 | 0.324 |