Time Series Imputation on PEMS04 MNAR averaged across missing ratios (test)
0.24MSECSDI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSDIMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 0.24 | 0.18 | |
| PSWMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 0.38 | 0.1 | |
| MDOTMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 0.41 | 0.22 | |
| DRIOMissing mechanism=MNAR, Missing ratios=averaged, Backbone=BRITS2026.01 | 0.41 | 0.23 | |
| BRITSMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 0.43 | 0.25 | |
| MeanMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 0.81 | 0.28 | |
| MFMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 1.55 | 0.34 | |
| notMIWAEMissing mechanism=MNAR, Missing ratios=averaged2026.01 | 2.68 | 0.89 |