Time-series Imputation on PEMS03 (test)
0.022MSET1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| T1missing_pattern=5% point + 0.15% block missing2026.02 | 0.022 | 0.084 | |
| ImputeFormermissing_pattern=5% point + 0.15% block missing2026.02 | 0.031 | 0.103 | |
| PatchTSTmissing_pattern=5% point + 0.15% block missing2026.02 | 0.044 | 0.132 | |
| BRITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.048 | 0.127 | |
| SAITSmissing_pattern=5% point + 0.15% block missing2026.02 | 0.049 | 0.131 | |
| TimeMixer++missing_pattern=5% point + 0.15% block missing2026.02 | 0.05 | 0.144 | |
| iTransformermissing_pattern=5% point + 0.15% block missing2026.02 | 0.053 | 0.152 | |
| TimesNetmissing_pattern=5% point + 0.15% block missing2026.02 | 0.061 | 0.174 | |
| ModernTCNmissing_pattern=5% point + 0.15% block missing2026.02 | 0.065 | 0.18 | |
| DLinearmissing_pattern=5% point + 0.15% block missing2026.02 | 0.166 | 0.307 | |
| CSDImissing_pattern=5% point + 0.15% block missing2026.02 | 0.178 | 0.143 |