Time Series Imputation on Weather (CRPS)
0.018CRPSMTSCI
Evaluation results
| Method | Links | |
|---|---|---|
| MTSCIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.018 | |
| CSDIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.02 | |
| FADTIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.02 | |
| FADTIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.021 | |
| FADTIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.025 | |
| MTSCIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.026 | |
| CSDIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.029 | |
| FADTIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.029 | |
| BRITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.036 | |
| BRITSMissing Pattern=Point, Missing Rate=0.52025.12 | 0.049 | |
| BRITSMissing Pattern=Time, Missing Rate=0.12025.12 | 0.049 | |
| TimesNetMissing Pattern=Point, Missing Rate=0.52025.12 | 0.05 | |
| TimesNetMissing Pattern=Time, Missing Rate=0.52025.12 | 0.051 | |
| TimesNetMissing Pattern=Point, Missing Rate=0.12025.12 | 0.052 | |
| TimesNetMissing Pattern=Time, Missing Rate=0.12025.12 | 0.053 | |
| BRITSMissing Pattern=Time, Missing Rate=0.52025.12 | 0.068 | |
| SAITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.113 | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.52025.12 | 0.117 | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.12025.12 | 0.119 | |
| CSDIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.132 | |
| CSDIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.133 | |
| MTSCIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.153 | |
| MTSCIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.155 | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.12025.12 | 0.193 | |
| SAITSMissing Pattern=Point, Missing Rate=0.52025.12 | 0.263 | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.52025.12 | 0.301 | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.12025.12 | 0.444 | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.52025.12 | 0.452 | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.52025.12 | 0.454 | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.12025.12 | 0.459 | |
| SAITSMissing Pattern=Time, Missing Rate=0.52025.12 | 0.546 | |
| SAITSMissing Pattern=Time, Missing Rate=0.12025.12 | 0.571 |