Metric: MAE (10% of data as GT) (lower is better)
| # | Model↕ | MAE (10% of data as GT)▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SAITS | 0.186 | No | SAITS: Self-Attention-based Imputation for Time ... | 2022-02-17 | Code |
| 2 | BRITS | 0.281 | No | BRITS: Bidirectional Recurrent Imputation for Ti... | 2018-05-27 | Code |
| 3 | ImputeTS | 0.39 | No | - | - | Code |
| 4 | M-RNN | 0.451 | No | Estimating Missing Data in Temporal Data Streams... | 2017-11-23 | Code |
| 5 | MICE | 0.634 | No | - | - | Code |