Imputation on Electricity
0.043MSET1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| T1Scenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.043 | 0.131 | |
| TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Finetuned2025.05 | 0.049 | — | |
| TSPulseMasking Strategy=Block, Evaluation Protocol=Finetuned2025.05 | 0.06 | — | |
| TimeMixer++Scenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.071 | 0.172 | |
| PatchTSTAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.072 | 0.183 | |
| ImputeFormerScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.076 | 0.177 | |
| TSPulseMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.05 | 0.077 | — | |
| GTMAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.086 | 0.202 | |
| PatchTSTScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.089 | 0.208 | |
| iTransformerScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.09 | 0.199 | |
| GPT4TSAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.09 | 0.207 | |
| TimesNetAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.092 | 0.21 | |
| TSPulseMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.05 | 0.097 | — | |
| Non-Stationary TransformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.05 | 0.104 | — | |
| TimesNetScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.105 | 0.225 | |
| PSW-IScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.106 | 0.208 | |
| Non-Stationary TransformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.05 | 0.114 | — | |
| ModernTCNScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.121 | 0.253 | |
| TimesNetMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.05 | 0.122 | — | |
| UniTSMasking Strategy=Block, Evaluation Protocol=Prompt-Tuned2025.05 | 0.126 | — | |
| TimesNetMasking Strategy=Block, Evaluation Protocol=Supervised2025.05 | 0.126 | — | |
| UniTSMasking Strategy=Hybrid, Evaluation Protocol=Prompt-Tuned2025.05 | 0.13 | — | |
| FedformerAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.13 | 0.259 | |
| DLinearAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.132 | 0.26 | |
| CSDIScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.144 | 0.235 | |
| SAITSScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.152 | 0.277 | |
| BRITSScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.168 | 0.298 | |
| DLinearScenario=Point missing, Missing Ratios=0.1, 0.3, 0.5, 0.7 (avg), Sequence Length=962026.02 | 0.191 | 0.331 | |
| InformerAveraging=varying data missing ratios, Protocol=point-wise missing ratios2025.02 | 0.222 | 0.328 | |
| FEDformerMasking Strategy=Hybrid, Evaluation Protocol=Supervised2025.05 | 0.236 | — | |
| MOMENTMasking Strategy=Block, Evaluation Protocol=Zero-shot2025.05 | 0.252 | — | |
| FEDformerMasking Strategy=Block, Evaluation Protocol=Supervised2025.05 | 0.271 | — | |
| MOMENTMasking Strategy=Hybrid, Evaluation Protocol=Zero-shot2025.05 | 0.293 | — | |
| Linear InterpolationMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.05 | 0.378 | — | |
| Linear InterpolationMasking Strategy=Block, Evaluation Protocol=Statistical2025.05 | 0.797 | — | |
| NaiveMasking Strategy=Hybrid, Evaluation Protocol=Statistical2025.05 | 0.808 | — | |
| NaiveMasking Strategy=Block, Evaluation Protocol=Statistical2025.05 | 1.371 | — |