Time Series Forecasting on Electricity (5% train)
0.141MSEVisionTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VisionTSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.141 | 0.23 | |
| GPT4TSforecast_horizon=96, training_data_ratio=5%2026.05 | 0.143 | 0.241 | |
| PatchTSTforecast_horizon=96, training_data_ratio=5%2026.05 | 0.145 | 0.244 | |
| Time-LLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.147 | 0.242 | |
| SSDAforecast_horizon=96, training_data_ratio=5%2026.05 | 0.149 | 0.24 | |
| DLinearforecast_horizon=96, training_data_ratio=5%2026.05 | 0.15 | 0.251 | |
| DLinearforecast_horizon=336, training_data_ratio=5%2026.05 | 0.175 | 0.278 | |
| DLinearRatio=5%2026.05 | 0.176 | 0.275 | |
| GPT4TSRatio=5%2026.05 | 0.178 | 0.273 | |
| Time-LLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.178 | 0.277 | |
| Time-LLMRatio=5%2026.05 | 0.179 | 0.268 | |
| GPT4TSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.179 | 0.274 | |
| PatchTSTRatio=5%2026.05 | 0.181 | 0.277 | |
| VisionTSRatio=5%2026.05 | 0.183 | 0.269 | |
| PatchTSTforecast_horizon=336, training_data_ratio=5%2026.05 | 0.183 | 0.281 | |
| Time-VLMforecast_horizon=96, training_data_ratio=5%2026.05 | 0.185 | 0.296 | |
| VisionTSforecast_horizon=336, training_data_ratio=5%2026.05 | 0.189 | 0.277 | |
| SSDARatio=5%2026.05 | 0.191 | 0.276 | |
| SSDAforecast_horizon=336, training_data_ratio=5%2026.05 | 0.199 | 0.283 | |
| Time-VLMforecast_horizon=336, training_data_ratio=5%2026.05 | 0.21 | 0.315 | |
| Time-VLMRatio=5%2026.05 | 0.218 | 0.315 | |
| FEDformerforecast_horizon=96, training_data_ratio=5%2026.05 | 0.235 | 0.322 | |
| FEDformerRatio=5%2026.05 | 0.266 | 0.353 | |
| FEDformerforecast_horizon=336, training_data_ratio=5%2026.05 | 0.267 | 0.356 | |
| TimesNetforecast_horizon=96, training_data_ratio=5%2026.05 | 0.315 | 0.389 | |
| TimesNetforecast_horizon=336, training_data_ratio=5%2026.05 | 0.34 | 0.415 | |
| TimesNetRatio=5%2026.05 | 0.402 | 0.453 | |
| Informerforecast_horizon=96, training_data_ratio=5%2026.05 | 1.265 | 0.919 | |
| InformerRatio=5%2026.05 | 1.281 | 0.929 | |
| Informerforecast_horizon=336, training_data_ratio=5%2026.05 | 1.302 | 0.942 |