Time Series Forecasting on Electricity
0.046MSEMean
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MeanForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.046 | — | — | — | |
| USGANForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.046 | — | — | — | |
| GPVAEForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.048 | — | — | — | |
| SAITSForecasting Strategy=RobustTSF2024.10 | 0.05 | — | — | — | |
| SAITSForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.05 | — | — | — | |
| SPINForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.051 | — | — | — | |
| ImputeFormerForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.051 | — | — | — | |
| BRITSForecasting Strategy=RobustTSF + Task-oriented Imputation Ensemble2024.10 | 0.052 | — | — | — | |
| SPINForecasting Strategy=RobustTSF2024.10 | 0.053 | — | — | — | |
| MeanForecasting Strategy=RobustTSF2024.10 | 0.056 | — | — | — | |
| ImputeFormerForecasting Strategy=RobustTSF2024.10 | 0.076 | — | — | — | |
| USGANForecasting Strategy=RobustTSF2024.10 | 0.084 | — | — | — | |
| BRITSForecasting Strategy=RobustTSF2024.10 | 0.092 | — | — | — | |
| PatchTST + LIFTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=true2024.01 | 0.094 | 0.19 | 360 | — | |
| Mean+SAITSInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.0957 | — | — | — | |
| Mean+ImputeFormerInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.0977 | — | — | — | |
| PatchTSTBackbone=PatchTST, Forecasting Horizon=24, LIFT enhancement=false2024.01 | 0.099 | 0.196 | — | — | |
| DLinear + LIFTBackbone=DLinear, Forecasting Horizon=24, LIFT enhancement=true2024.01 | 0.099 | 0.197 | 360 | — | |
| GPVAEForecasting Strategy=RobustTSF2024.10 | 0.099 | — | — | — | |
| ImputeFormer+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.1033 | — | — | — | |
| Mean+SPINInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.1038 | — | — | — | |
| Mean+GPVAEInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.1058 | — | — | — | |
| Mean+BRITSInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.1068 | — | — | — | |
| Mean+USGANInput Type=univariate, Imputation Strategy=With Gain estimation2024.10 | 0.1069 | — | — | — | |
| ImputeFormerInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1076 | — | — | — | |
| DLinearBackbone=DLinear, Forecasting Horizon=24, LIFT enhancement=false2024.01 | 0.11 | 0.209 | — | — | |
| MeanInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1123 | — | — | — | |
| SATIS+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.117 | — | — | — | |
| SAITSInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1176 | — | — | — | |
| USGAN+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.1263 | — | — | — | |
| GPVAE+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.1275 | — | — | — | |
| BRITS+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.1302 | — | — | — | |
| DiPE-LinearPrediction Length=962024.11 | 0.132 | 0.228 | — | — | |
| DLinearPrediction Length=962024.11 | 0.133 | 0.229 | — | — | |
| NlinearPrediction Length=962024.11 | 0.133 | 0.228 | — | — | |
| FITSPrediction Length=962024.11 | 0.134 | 0.231 | — | — | |
| RLinearPrediction Length=962024.11 | 0.135 | 0.232 | — | — | |
| CycleNetLook-back length=96, Prediction length=962026.02 | 0.136 | 0.229 | — | — | |
| USGANInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1447 | — | — | — | |
| TIME-LLMPrediction Length=96, Few-shot=5%2023.10 | 0.147 | 0.242 | — | — | |
| GPVAEInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1471 | — | — | — | |
| DiPE-LinearPrediction Length=1922024.11 | 0.148 | 0.245 | — | — | |
| DLinearPrediction Length=1922024.11 | 0.148 | 0.243 | — | — | |
| NlinearPrediction Length=1922024.11 | 0.148 | 0.242 | — | — | |
| FITSPrediction Length=1922024.11 | 0.149 | 0.244 | — | — | |
| RLinearPrediction Length=1922024.11 | 0.15 | 0.246 | — | — | |
| BRITSInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1503 | — | — | — | |
| SPIN+INFInput Type=univariate, Imputation Strategy=With Influence Function2024.10 | 0.1531 | — | — | — | |
| ROSEShot setting=full-shot2024.05 | 0.155 | 0.248 | — | — | |
| SPINInput Type=univariate, Imputation Strategy=Original2024.10 | 0.1588 | — | — | — | |
| PatchTSTShot setting=full-shot2024.05 | 0.159 | 0.253 | — | — | |
| S2IP-LLMShot setting=full-shot2024.05 | 0.161 | 0.257 | — | — | |
| TiDEPrediction Horizon=3362023.04 | 0.161 | 0.261 | — | — | |
| DiPE-LinearPrediction Length=3362024.11 | 0.162 | 0.261 | — | — | |
| DLinearPrediction Length=3362024.11 | 0.162 | 0.261 | — | — | |
| iTransformerPrediction Length (H)=962026.02 | 0.1632 | 0.2526 | — | 0.404 | |
| ROSEShot setting=10% few-shot2024.05 | 0.164 | 0.253 | — | — | |
| iTransformerShot setting=full-shot2024.05 | 0.164 | 0.261 | — | — | |
| FANBackbone=FEDformer2024.09 | 0.164 | — | — | — | |
| RevINBackbone=SCINet2024.09 | 0.164 | — | — | — | |
| NlinearPrediction Length=3362024.11 | 0.164 | 0.258 | — | — | |
| FITSPrediction Length=3362024.11 | 0.165 | 0.26 | — | — | |
| DlinearShot setting=full-shot2024.05 | 0.166 | 0.267 | — | — | |
| RLinearPrediction Length=3362024.11 | 0.166 | 0.262 | — | — | |
| GTRLook-back length=96, Prediction length=Avg2026.02 | 0.166 | 0.26 | — | — | |
| GPT4TSShot setting=full-shot2024.05 | 0.167 | 0.263 | — | — | |
| FANBackbone=Informer2024.09 | 0.167 | — | — | — | |
| CycleNetLook-back length=96, Prediction length=Avg2026.02 | 0.168 | 0.259 | — | — | |
| Non-stationary TransformerPrediction Length=962022.05 | 0.169 | 0.273 | — | — | |
| SANBackbone=FEDformer2024.09 | 0.169 | — | — | — | |
| TimePro*Forecast length (T)=Avg, Look-back length (L)=962026.02 | 0.169 | 0.262 | — | — | |
| DMambaForecast length (T)=Avg, Look-back length (L)=962026.02 | 0.17 | 0.258 | — | — | |
| TIME-LLMTraining Data=10%, Horizon=Avg2023.10 | 0.175 | 0.27 | — | — | |
| SANBackbone=SCINet2024.09 | 0.175 | — | — | — | |
| FANBackbone=SCINet2024.09 | 0.177 | — | — | — | |
| RevINBackbone=FEDformer2024.09 | 0.18 | — | — | — | |
| PatchTSTPrediction Length (H)=962026.02 | 0.18 | 0.2722 | — | 0.4243 | |
| Dish-TSBackbone=FEDformer2024.09 | 0.181 | — | — | — | |
| Non-stationary TransformerPrediction Length=1922022.05 | 0.182 | 0.286 | — | — | |
| TimeMixerLook-back length=96, Prediction length=Avg2026.02 | 0.182 | 0.273 | — | — | |
| RevINBackbone=Informer2024.09 | 0.19 | — | — | — | |
| SANBackbone=Informer2024.09 | 0.191 | — | — | — | |
| FEDformerPrediction Length=962022.05 | 0.193 | 0.308 | — | — | |
| FANBackbone=DLinear2024.09 | 0.193 | — | — | — | |
| FEDformerPrediction Length (H)=962026.02 | 0.194 | 0.308 | — | 0.4405 | |
| TimesnetShot setting=full-shot2024.05 | 0.195 | 0.296 | — | — | |
| TiDEPrediction Horizon=7202023.04 | 0.196 | 0.294 | — | — | |
| DLinearPrediction Length=7202024.11 | 0.196 | 0.293 | — | — | |
| DiPE-LinearPrediction Length=7202024.11 | 0.198 | 0.296 | — | — | |
| Non-stationary TransformerPrediction Length=3362022.05 | 0.2 | 0.304 | — | — | |
| SANBackbone=DLinear2024.09 | 0.2 | — | — | — | |
| FEDformerPrediction Length=1922022.05 | 0.201 | 0.315 | — | — | |
| Dish-TSBackbone=DLinear2024.09 | 0.201 | — | — | — | |
| AutoformerPrediction Length (H)=962026.02 | 0.202 | 0.3162 | — | 0.4495 | |
| NlinearPrediction Length=7202024.11 | 0.203 | 0.291 | — | — | |
| FITSPrediction Length=7202024.11 | 0.204 | 0.293 | — | — | |
| RLinearPrediction Length=7202024.11 | 0.206 | 0.294 | — | — | |
| RevINBackbone=DLinear2024.09 | 0.207 | — | — | — | |
| Dish-TSBackbone=SCINet2024.09 | 0.207 | — | — | — | |
| GTRLook-back length=96, Prediction length=7202026.02 | 0.208 | 0.3 | — | — |