Long-term forecasting on Traffic (RMSE)
0.27RMSETSRating
Evaluation Results
| Method | Links | |
|---|---|---|
| TSRatingModel=iTransformer, Selection method=TSRating2025.06 | 0.27 | |
| DataOobModel=iTransformer, Selection method=DataOob2025.06 | 0.275 | |
| KNNShapleyModel=iTransformer, Selection method=KNNShapley2025.06 | 0.276 | |
| TimeInfModel=iTransformer, Selection method=TimeInf2025.06 | 0.277 | |
| TSRatingModel=TimeMixer, Selection method=TSRating2025.06 | 0.282 | |
| DataShapleyModel=iTransformer, Selection method=DataShapley2025.06 | 0.285 | |
| KNNShapleyModel=TimeMixer, Selection method=KNNShapley2025.06 | 0.285 | |
| RandomModel=iTransformer, Selection method=Random2025.06 | 0.288 | |
| DataShapleyModel=TimeMixer, Selection method=DataShapley2025.06 | 0.302 | |
| TimeInfModel=TimeMixer, Selection method=TimeInf2025.06 | 0.308 | |
| RandomModel=TimeMixer, Selection method=Random2025.06 | 0.311 | |
| DataOobModel=TimeMixer, Selection method=DataOob2025.06 | 0.317 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 0.348 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 0.351 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 0.351 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 0.361 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 0.361 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 0.362 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 0.412 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 0.428 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 0.475 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 0.504 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 0.505 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 0.552 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 0.609 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 0.611 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 0.683 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 0.761 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 0.956 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 0.979 |