Missing Data Imputation on Exchange (test)
0.0009MSETimesNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimesNetPublication Year=20232025.12 | 0.0009 | 0.0127 | |
| TimeMixer++missing_pattern=5% point + 0.15% block missing2026.02 | 0.002 | 0.021 | |
| T1missing_pattern=5% point + 0.15% block missing2026.02 | 0.003 | 0.017 | |
| TimesNetmissing_pattern=5% point + 0.15% block missing2026.02 | 0.003 | 0.031 | |
| iTransformerPublication Year=20242025.12 | 0.003 | 0.0364 | |
| iTransformermissing_pattern=5% point + 0.15% block missing2026.02 | 0.004 | 0.031 | |
| PatchTSTmissing_pattern=5% point + 0.15% block missing2026.02 | 0.004 | 0.026 | |
| LHarm,lpBackbone=iTransformer2025.12 | 0.0043 | 0.0411 | |
| ModernTCNmissing_pattern=5% point + 0.15% block missing2026.02 | 0.006 | 0.047 | |
| DLinearmissing_pattern=5% point + 0.15% block missing2026.02 | 0.009 | 0.056 | |
| FreDFPublication Year=20252025.12 | 0.0103 | 0.0661 | |
| FreTSPublication Year=20232025.12 | 0.0153 | 0.085 | |
| MICNPublication Year=20232025.12 | 0.0195 | 0.094 | |
| TiDEPublication Year=20232025.12 | 0.026 | 0.1181 | |
| DLinearPublication Year=20232025.12 | 0.0319 | 0.0917 | |
| ImputeFormermissing_pattern=5% point + 0.15% block missing2026.02 | 0.034 | 0.059 | |
| CSDImissing_pattern=5% point + 0.15% block missing2026.02 | 0.037 | 0.064 | |
| BRITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.041 | 0.12 | |
| SAITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.105 | 0.279 | |
| FEDformerPublication Year=20222025.12 | 0.6071 | 0.5405 | |
| AutoformerPublication Year=20212025.12 | 0.8064 | 0.619 |