| Paper | Code | MAE (PM2.5) | ModelName | ReleaseDate |
|---|---|---|---|---|
| Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks | ✓ Link | 10.51 | GRIN | 2021-07-31 |
| BRITS: Bidirectional Recurrent Imputation for Time Series | ✓ Link | 11.56 | BRITS | 2018-05-27 |
| ST-MVL: Filling Missing Values in Geo-Sensory Time Series Data | 12.12 | STMVL | 2016-07-09 | |
| Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks | ✓ Link | 14.24 | M-RNN | 2017-11-23 |
| imputeTS: Time Series Missing Value Imputation in R | ✓ Link | 19.58 | ImputeTS | 2017-06-01 |
| Multiple imputation using chained equations: issues and guidance for practice | ✓ Link | 27.42 | MICE | 2010-11-30 |