Forecasting on ETT1 (test)
0.412CMSETimeFilter
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeFiltermissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.412 | 0.418 | |
| CTFmissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.415 | 0.424 | |
| TimeFiltermissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.433 | 0.438 | |
| CTFmissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.434 | 0.438 | |
| PatchTSTmissing ratio m=0.1, channel_dependency=Channel-Independent2025.06 | 0.439 | 0.438 | |
| TimeXermissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.44 | 0.441 | |
| DUETmissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.445 | 0.442 | |
| CrossGNNmissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.448 | 0.434 | |
| TimeMixer++missing ratio m=0.1, channel_dependency=Channel-Independent2025.06 | 0.449 | 0.448 | |
| DLinearmissing ratio m=0.1, channel_dependency=Channel-Independent2025.06 | 0.453 | 0.442 | |
| CTFmissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.453 | 0.451 | |
| iTrans.missing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.455 | 0.449 | |
| TimeFiltermissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.455 | 0.453 | |
| PatchTSTmissing ratio m=0.2, channel_dependency=Channel-Independent2025.06 | 0.465 | 0.458 | |
| TimeXermissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.466 | 0.461 | |
| CrossGNNmissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.471 | 0.452 | |
| CTFmissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.471 | 0.463 | |
| TimeMixer++missing ratio m=0.2, channel_dependency=Channel-Independent2025.06 | 0.474 | 0.469 | |
| TimeFiltermissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.474 | 0.466 | |
| DUETmissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.475 | 0.465 | |
| iTrans.missing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.477 | 0.467 | |
| DLinearmissing ratio m=0.2, channel_dependency=Channel-Independent2025.06 | 0.483 | 0.465 | |
| TimesNetmissing ratio m=0.1, channel_dependency=Channel-Dependent2025.06 | 0.49 | 0.468 | |
| PatchTSTmissing ratio m=0.3, channel_dependency=Channel-Independent2025.06 | 0.491 | 0.478 | |
| CTFmissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.493 | 0.477 | |
| TimeXermissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.495 | 0.481 | |
| CrossGNNmissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.495 | 0.47 | |
| TimeFiltermissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.498 | 0.484 | |
| TimeMixer++missing ratio m=0.3, channel_dependency=Channel-Independent2025.06 | 0.499 | 0.486 | |
| iTrans.missing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.5 | 0.483 | |
| DUETmissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.506 | 0.489 | |
| TimesNetmissing ratio m=0.2, channel_dependency=Channel-Dependent2025.06 | 0.508 | 0.486 | |
| DLinearmissing ratio m=0.3, channel_dependency=Channel-Independent2025.06 | 0.514 | 0.486 | |
| PatchTSTmissing ratio m=0.4, channel_dependency=Channel-Independent2025.06 | 0.517 | 0.497 | |
| CrossGNNmissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.52 | 0.487 | |
| TimeMixer++missing ratio m=0.4, channel_dependency=Channel-Independent2025.06 | 0.522 | 0.503 | |
| iTrans.missing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.523 | 0.499 | |
| TimeXermissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.526 | 0.502 | |
| TimesNetmissing ratio m=0.3, channel_dependency=Channel-Dependent2025.06 | 0.527 | 0.502 | |
| DLinearmissing ratio m=0.4, channel_dependency=Channel-Independent2025.06 | 0.544 | 0.506 | |
| TimeMixer++missing ratio m=0.5, channel_dependency=Channel-Independent2025.06 | 0.546 | 0.518 | |
| PatchTSTmissing ratio m=0.5, channel_dependency=Channel-Independent2025.06 | 0.547 | 0.518 | |
| iTrans.missing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.548 | 0.515 | |
| CrossGNNmissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.549 | 0.506 | |
| TimesNetmissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.55 | 0.519 | |
| TimeXermissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.563 | 0.526 | |
| DUETmissing ratio m=0.4, channel_dependency=Channel-Dependent2025.06 | 0.572 | 0.53 | |
| TimesNetmissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.576 | 0.536 | |
| DLinearmissing ratio m=0.5, channel_dependency=Channel-Independent2025.06 | 0.577 | 0.526 | |
| DUETmissing ratio m=0.5, channel_dependency=Channel-Dependent2025.06 | 0.595 | 0.545 |