Time Series Forecasting on Electricity 5% train data (test)
0.158MSETime-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Time-LLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.158 | 0.241 | |
| GPT4TSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.159 | 0.255 | |
| VisionTSforecast_horizon=192, training_data_ratio=5%2026.05 | 0.16 | 0.249 | |
| PatchTSTforecast_horizon=192, training_data_ratio=5%2026.05 | 0.163 | 0.26 | |
| DLinearforecast_horizon=192, training_data_ratio=5%2026.05 | 0.163 | 0.263 | |
| SSDAforecast_horizon=192, training_data_ratio=5%2026.05 | 0.166 | 0.256 | |
| Time-VLMforecast_horizon=192, training_data_ratio=5%2026.05 | 0.194 | 0.302 | |
| DLinearforecast_horizon=720, training_data_ratio=5%2026.05 | 0.219 | 0.311 | |
| Time-LLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.224 | 0.312 | |
| GPT4TSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.233 | 0.323 | |
| PatchTSTforecast_horizon=720, training_data_ratio=5%2026.05 | 0.233 | 0.323 | |
| VisionTSforecast_horizon=720, training_data_ratio=5%2026.05 | 0.243 | 0.32 | |
| FEDformerforecast_horizon=192, training_data_ratio=5%2026.05 | 0.247 | 0.341 | |
| SSDAforecast_horizon=720, training_data_ratio=5%2026.05 | 0.248 | 0.324 | |
| Time-VLMforecast_horizon=720, training_data_ratio=5%2026.05 | 0.251 | 0.346 | |
| TimesNetforecast_horizon=192, training_data_ratio=5%2026.05 | 0.318 | 0.396 | |
| FEDformerforecast_horizon=720, training_data_ratio=5%2026.05 | 0.318 | 0.394 | |
| TimesNetforecast_horizon=720, training_data_ratio=5%2026.05 | 0.635 | 0.613 | |
| Informerforecast_horizon=720, training_data_ratio=5%2026.05 | 1.259 | 0.919 | |
| Informerforecast_horizon=192, training_data_ratio=5%2026.05 | 1.298 | 0.939 |