Time-series Imputation on ETT Avg
0.05MSEXCTFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XCTFormermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.05 | 0.141 | |
| TimeMixer++masking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.055 | 0.154 | |
| TimesNetmasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.079 | 0.182 | |
| iTransformermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.096 | 0.205 | |
| TimeMixermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.097 | 0.22 | |
| Autoformermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.104 | 0.215 | |
| DLinearmasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.115 | 0.229 | |
| MICNmasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.119 | 0.234 | |
| PatchTSTmasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.12 | 0.225 | |
| FEDformermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.124 | 0.23 | |
| Crossformermasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.15 | 0.258 | |
| TiDEmasking ratios=Average of 12.5%, 25%, 37.5%, 50%, time series length=10242026.05 | 0.314 | 0.366 |