Time Series Forecasting on ETTh1 5% training data (test)
0.359MSESSDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SSDAforecast_horizon=96, training_data_ratio=5%2026.05 | 0.359 | 0.376 | |
| VisionTSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.369 | 0.377 | |
| SSDAforecast_horizon=336, training_data_ratio=5%2026.05 | 0.415 | 0.421 | |
| Time-VLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.417 | 0.435 | |
| VisionTSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.442 | 0.424 | |
| Time-VLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.46 | 0.465 | |
| Time-LLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.483 | 0.464 | |
| GPT4TSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.543 | 0.506 | |
| DLinearforecast_horizon=96, training_data_ratio=5%2026.05 | 0.547 | 0.503 | |
| PatchTSTforecast_horizon=96, training_data_ratio=5%2026.05 | 0.557 | 0.519 | |
| FEDformerforecast_horizon=96, training_data_ratio=5%2026.05 | 0.593 | 0.529 | |
| FEDformerforecast_horizon=336, training_data_ratio=5%2026.05 | 0.731 | 0.594 | |
| GPT4TSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.754 | 0.595 | |
| Time-LLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.768 | 0.626 | |
| PatchTSTforecast_horizon=336, training_data_ratio=5%2026.05 | 0.816 | 0.619 | |
| TimesNetforecast_horizon=96, training_data_ratio=5%2026.05 | 0.892 | 0.625 | |
| TimesNetforecast_horizon=336, training_data_ratio=5%2026.05 | 0.945 | 0.653 | |
| DLinearforecast_horizon=336, training_data_ratio=5%2026.05 | 0.984 | 0.727 | |
| Informerforecast_horizon=336, training_data_ratio=5%2026.05 | 1.202 | 0.811 | |
| Informerforecast_horizon=96, training_data_ratio=5%2026.05 | 1.225 | 0.812 |