Multivariate-to-Univariate Forecasting on ECL
0.232MSEPAMNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PAMNetPrediction Length=962026.05 | 0.232 | 0.341 | |
| TQNetPrediction Length=962026.05 | 0.239 | 0.348 | |
| CrossLinearPrediction Length=962026.05 | 0.251 | 0.359 | |
| TimeXerPrediction Length=962026.05 | 0.261 | 0.366 | |
| PAMNetPrediction Length=1922026.05 | 0.277 | 0.369 | |
| TQNetPrediction Length=1922026.05 | 0.283 | 0.375 | |
| CrossLinearPrediction Length=1922026.05 | 0.294 | 0.381 | |
| iTransformerPrediction Length=962026.05 | 0.299 | 0.403 | |
| TimeXerPrediction Length=1922026.05 | 0.316 | 0.397 | |
| PAMNetPrediction Length=Avg2026.05 | 0.317 | 0.394 | |
| iTransformerPrediction Length=1922026.05 | 0.321 | 0.413 | |
| TQNetPrediction Length=Avg2026.05 | 0.323 | 0.404 | |
| CrossLinearPrediction Length=Avg2026.05 | 0.323 | 0.405 | |
| TimeXerPrediction Length=Avg2026.05 | 0.327 | 0.408 | |
| TQNetPrediction Length=3362026.05 | 0.342 | 0.415 | |
| CrossLinearPrediction Length=3362026.05 | 0.343 | 0.416 | |
| PAMNetPrediction Length=3362026.05 | 0.345 | 0.411 | |
| TimeXerPrediction Length=7202026.05 | 0.365 | 0.439 | |
| iTransformerPrediction Length=Avg2026.05 | 0.365 | 0.442 | |
| TimeXerPrediction Length=3362026.05 | 0.367 | 0.429 | |
| iTransformerPrediction Length=3362026.05 | 0.379 | 0.446 | |
| CrossLinearPrediction Length=7202026.05 | 0.403 | 0.465 | |
| PAMNetPrediction Length=7202026.05 | 0.413 | 0.455 | |
| TQNetPrediction Length=7202026.05 | 0.427 | 0.477 | |
| iTransformerPrediction Length=7202026.05 | 0.461 | 0.504 |