Time-series Imputation on PEMS-Bay (Original Out-of-Sample)
0.17MAEPRDIM
Evaluation Results
| Method | Links | |
|---|---|---|
| PRDIMMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.17 | |
| CSDIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.177 | |
| cDiffPuterMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.182 | |
| MTSCIMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.193 | |
| BRITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.278 | |
| TimesNetMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.291 | |
| SAITSMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.302 | |
| GP-VAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.345 | |
| not-MIWAEMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.396 | |
| TimeMixer++Missing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.579 | |
| MeanMissing Mask Distribution=MNAR, Number of Runs=52026.05 | 0.813 |