Long-term forecasting on Electricity (RMSE)
0.3RMSETSRating
Evaluation Results
| Method | Links | |
|---|---|---|
| TSRatingModel=iTransformer, Selection method=TSRating2025.06 | 0.3 | |
| TimeInfModel=iTransformer, Selection method=TimeInf2025.06 | 0.307 | |
| DataOobModel=iTransformer, Selection method=DataOob2025.06 | 0.309 | |
| DataShapleyModel=iTransformer, Selection method=DataShapley2025.06 | 0.316 | |
| KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.06 | 0.321 | |
| RandomModel=iTransformer, Selection method=Random2025.06 | 0.342 | |
| TSRatingModel=TimeMixer, Selection method=TSRating2025.06 | 0.345 | |
| DataShapleyModel=TimeMixer, Selection method=DataShapley2025.06 | 0.396 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 0.396 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 0.397 | |
| TimeInfModel=TimeMixer, Selection method=TimeInf2025.06 | 0.404 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 0.405 | |
| RandomModel=TimeMixer, Selection method=Random2025.06 | 0.406 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 0.406 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 0.415 | |
| DataOobModel=TimeMixer, Selection method=DataOob2025.06 | 0.416 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 0.416 | |
| KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.06 | 0.434 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 1.273 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 1.39 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 1.391 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 1.419 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 1.511 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 1.529 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 1.53 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 1.539 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 1.58 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 1.592 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 1.601 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 1.609 |