Time Series Imputation on ETT
0.197MAEFADTI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FADTIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.197 | — | |
| CSDIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.24 | — | |
| MTSCIMissing Pattern=Point, Missing Rate=0.12025.12 | 0.248 | — | |
| FADTIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.283 | — | |
| BRITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.317 | — | |
| CSDIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.327 | — | |
| FADTIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.329 | — | |
| MTSCIMissing Pattern=Point, Missing Rate=0.52025.12 | 0.332 | — | |
| FADTIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.377 | — | |
| CSDIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.452 | — | |
| BRITSMissing Pattern=Time, Missing Rate=0.12025.12 | 0.505 | — | |
| TimesNetMissing Pattern=Point, Missing Rate=0.52025.12 | 0.553 | — | |
| BRITSMissing Pattern=Point, Missing Rate=0.52025.12 | 0.558 | — | |
| TimesNetMissing Pattern=Time, Missing Rate=0.52025.12 | 0.562 | — | |
| TimesNetMissing Pattern=Time, Missing Rate=0.12025.12 | 0.593 | — | |
| TimesNetMissing Pattern=Point, Missing Rate=0.12025.12 | 0.599 | — | |
| CSDIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.617 | — | |
| MTSCIMissing Pattern=Time, Missing Rate=0.52025.12 | 0.722 | — | |
| BRITSMissing Pattern=Time, Missing Rate=0.52025.12 | 0.758 | — | |
| MTSCIMissing Pattern=Time, Missing Rate=0.12025.12 | 0.844 | — | |
| SAITSMissing Pattern=Point, Missing Rate=0.12025.12 | 0.939 | — | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.52025.12 | 0.951 | — | |
| TimeMixer++Missing Pattern=Point, Missing Rate=0.12025.12 | 1.026 | — | |
| KNNMissing Pattern=Point, Missing Rate=0.12025.12 | 1.037 | — | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.52025.12 | 1.168 | — | |
| TimeMixer++Missing Pattern=Time, Missing Rate=0.12025.12 | 1.234 | — | |
| SAITSMissing Pattern=Point, Missing Rate=0.52025.12 | 1.239 | — | |
| KNNMissing Pattern=Point, Missing Rate=0.52025.12 | 1.445 | — | |
| KNNMissing Pattern=Time, Missing Rate=0.12025.12 | 1.45 | — | |
| KNNMissing Pattern=Time, Missing Rate=0.52025.12 | 1.501 | — | |
| SAITSMissing Pattern=Time, Missing Rate=0.52025.12 | 2.182 | — | |
| SAITSMissing Pattern=Time, Missing Rate=0.12025.12 | 2.199 | — | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.52025.12 | 2.331 | — | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.12025.12 | 2.344 | — | |
| TimeMixerMissing Pattern=Time, Missing Rate=0.52025.12 | 2.346 | — | |
| TimeMixerMissing Pattern=Point, Missing Rate=0.12025.12 | 2.358 | — | |
| MedianMissing Pattern=Time, Missing Rate=0.12025.12 | 2.383 | — | |
| MedianMissing Pattern=Time, Missing Rate=0.52025.12 | 2.395 | — | |
| MedianMissing Pattern=Point, Missing Rate=0.12025.12 | 2.399 | — | |
| MedianMissing Pattern=Point, Missing Rate=0.52025.12 | 2.401 | — | |
| MeanMissing Pattern=Time, Missing Rate=0.12025.12 | 2.477 | — | |
| MeanMissing Pattern=Time, Missing Rate=0.52025.12 | 2.483 | — | |
| MeanMissing Pattern=Point, Missing Rate=0.12025.12 | 2.485 | — | |
| MeanMissing Pattern=Point, Missing Rate=0.52025.12 | 2.487 | — | |
| BRITSMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 0.611 | |
| BRITSMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 0.965 | |
| BRITSMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 0.914 | |
| BRITSMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 1.3 | |
| CSDIMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 0.415 | |
| CSDIMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 0.619 | |
| CSDIMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 0.845 | |
| CSDIMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 1.081 | |
| FADTIMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 0.329 | |
| FADTIMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 0.636 | |
| FADTIMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 0.656 | |
| FADTIMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 0.744 | |
| MTSCIMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 0.422 | |
| MTSCIMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 0.631 | |
| MTSCIMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 1.35 | |
| MTSCIMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 1.248 | |
| SAITSMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 1.233 | |
| SAITSMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 1.762 | |
| SAITSMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 2.957 | |
| SAITSMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 2.83 | |
| TimeMixerMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 3.276 | |
| TimeMixerMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 3.236 | |
| TimeMixerMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 3.248 | |
| TimeMixerMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 3.251 | |
| TimeMixer++Missing Pattern=Point, Missing Ratio=0.12025.12 | — | 1.809 | |
| TimeMixer++Missing Pattern=Point, Missing Ratio=0.52025.12 | — | 1.734 | |
| TimeMixer++Missing Pattern=Time, Missing Ratio=0.12025.12 | — | 2.197 | |
| TimeMixer++Missing Pattern=Time, Missing Ratio=0.52025.12 | — | 2.03 | |
| TimesNetMissing Pattern=Point, Missing Ratio=0.12025.12 | — | 1.087 | |
| TimesNetMissing Pattern=Point, Missing Ratio=0.52025.12 | — | 0.966 | |
| TimesNetMissing Pattern=Time, Missing Ratio=0.12025.12 | — | 1.049 | |
| TimesNetMissing Pattern=Time, Missing Ratio=0.52025.12 | — | 0.986 |