Time Series Imputation on ETT (CRPS)
0.032CRPSFADTI
Evaluation results
| Method | Links | |
|---|---|---|
| FADTIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.032 | |
| CSDIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.039 | |
| MTSCIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.04 | |
| FADTIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.046 | |
| CSDIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.053 | |
| MTSCIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.054 | |
| FADTIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.054 | |
| FADTIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.062 | |
| BRITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.066 | |
| CSDIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.077 | |
| CSDIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.1 | |
| BRITSMissing Pattern=Time, Missing Rate=0.12025.12 | 0.107 | |
| MTSCIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.113 | |
| TimesNetMissing Pattern=Point, Missing Rate=0.52025.12 | 0.114 | |
| TimesNetMissing Pattern=Time, Missing Rate=0.52025.12 | 0.116 | |
| BRITSMissing Pattern=Point, Missing Rate=0.52025.12 | 0.118 | |
| TimesNetMissing Pattern=Point, Missing Rate=0.12025.12 | 0.122 | |
| TimesNetMissing Pattern=Time, Missing Rate=0.12025.12 | 0.122 | |
| MTSCIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.125 | |
| BRITSMissing Pattern=Time, Missing Rate=0.52025.12 | 0.16 | |
| SAITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.2 | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.52025.12 | 0.2 | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.12025.12 | 0.213 | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.52025.12 | 0.241 | |
| SAITSMissing Pattern=Point, Missing Rate=0.52025.12 | 0.258 | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.12025.12 | 0.264 | |
| SAITSMissing Pattern=Time, Missing Rate=0.12025.12 | 0.471 | |
| SAITSMissing Pattern=Time, Missing Rate=0.52025.12 | 0.475 | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.52025.12 | 0.492 | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.12025.12 | 0.494 | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.12025.12 | 0.495 | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.52025.12 | 0.496 |