Time-series Imputation on Weather (RMSE)
84.787RMSESAITS
Evaluation Results
| Method | Links | |
|---|---|---|
| SAITSMissing Pattern=Point, Missing Ratio=0.12025.12 | 84.787 | |
| FADTIMissing Pattern=Time, Missing Ratio=0.52025.12 | 89.942 | |
| MTSCIMissing Pattern=Point, Missing Ratio=0.52025.12 | 91.81 | |
| TimesNetMissing Pattern=Time, Missing Ratio=0.52025.12 | 92.487 | |
| TimesNetMissing Pattern=Point, Missing Ratio=0.52025.12 | 92.576 | |
| CSDIMissing Pattern=Point, Missing Ratio=0.12025.12 | 92.844 | |
| MTSCIMissing Pattern=Point, Missing Ratio=0.12025.12 | 93.834 | |
| FADTIMissing Pattern=Point, Missing Ratio=0.52025.12 | 93.906 | |
| CSDIMissing Pattern=Point, Missing Ratio=0.52025.12 | 95.956 | |
| BRITSMissing Pattern=Time, Missing Ratio=0.12025.12 | 97.142 | |
| BRITSMissing Pattern=Time, Missing Ratio=0.52025.12 | 98.085 | |
| TimesNetMissing Pattern=Point, Missing Ratio=0.12025.12 | 98.492 | |
| BRITSMissing Pattern=Point, Missing Ratio=0.12025.12 | 98.494 | |
| BRITSMissing Pattern=Point, Missing Ratio=0.52025.12 | 98.511 | |
| TimesNetMissing Pattern=Time, Missing Ratio=0.12025.12 | 99.691 | |
| TimeMixer++Missing Pattern=Time, Missing Ratio=0.52025.12 | 109.648 | |
| TimeMixer++Missing Pattern=Time, Missing Ratio=0.12025.12 | 109.739 | |
| SAITSMissing Pattern=Point, Missing Ratio=0.52025.12 | 125.58 | |
| MTSCIMissing Pattern=Time, Missing Ratio=0.52025.12 | 127.124 | |
| CSDIMissing Pattern=Time, Missing Ratio=0.52025.12 | 129.377 | |
| MTSCIMissing Pattern=Time, Missing Ratio=0.12025.12 | 134.011 | |
| CSDIMissing Pattern=Time, Missing Ratio=0.12025.12 | 134.245 | |
| FADTIMissing Pattern=Time, Missing Ratio=0.12025.12 | 142.726 | |
| TimeMixer++Missing Pattern=Point, Missing Ratio=0.12025.12 | 146.172 | |
| TimeMixer++Missing Pattern=Point, Missing Ratio=0.52025.12 | 162.833 | |
| FADTIMissing Pattern=Point, Missing Ratio=0.12025.12 | 165.712 | |
| TimeMixerMissing Pattern=Time, Missing Ratio=0.52025.12 | 173.087 | |
| TimeMixerMissing Pattern=Time, Missing Ratio=0.12025.12 | 175.149 | |
| TimeMixerMissing Pattern=Point, Missing Ratio=0.52025.12 | 179.092 | |
| TimeMixerMissing Pattern=Point, Missing Ratio=0.12025.12 | 180.488 | |
| SAITSMissing Pattern=Time, Missing Ratio=0.52025.12 | 281.272 | |
| SAITSMissing Pattern=Time, Missing Ratio=0.12025.12 | 281.806 |