Time Series Imputation on Electricity (test)
0.038MSET1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| T1missing_pattern=5% point + 0.15% block missing2026.02 | 0.038 | 0.118 | |
| RLinear + ALER-TIMissing rate (r)=0.125, Baseline type=General-purpose2026.07 | 0.051 | — | |
| Peri-midFormer2024.11 | 0.06 | 0.16 | |
| ImputeFormermissing_pattern=5% point + 0.15% block missing2026.02 | 0.061 | 0.152 | |
| PatchTST2024.11 | 0.072 | 0.183 | |
| iTransformermissing_pattern=5% point + 0.15% block missing2026.02 | 0.08 | 0.19 | |
| TimeMixer++missing_pattern=5% point + 0.15% block missing2026.02 | 0.088 | 0.18 | |
| GPT4TS2024.11 | 0.09 | 0.207 | |
| PatchTSTmissing_pattern=5% point + 0.15% block missing2026.02 | 0.09 | 0.208 | |
| TimesNet2024.11 | 0.092 | 0.21 | |
| TimesNetmissing_pattern=5% point + 0.15% block missing2026.02 | 0.099 | 0.212 | |
| Non-stationary Transformer2024.11 | 0.1 | 0.218 | |
| Autoformer2024.11 | 0.101 | 0.225 | |
| BRITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.117 | 0.244 | |
| FEDformer2024.11 | 0.13 | 0.259 | |
| LightTS2024.11 | 0.131 | 0.262 | |
| DLinear2024.11 | 0.132 | 0.26 | |
| CSDImissing_pattern=5% point + 0.15% block missing2026.02 | 0.133 | 0.22 | |
| SAITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.135 | 0.262 | |
| ModernTCNmissing_pattern=5% point + 0.15% block missing2026.02 | 0.146 | 0.283 | |
| ETSformer2024.11 | 0.214 | 0.339 | |
| Pyraformer2024.11 | 0.297 | 0.382 | |
| DLinearmissing_pattern=5% point + 0.15% block missing2026.02 | 0.302 | 0.444 |