Table 1:
Summary of imputation methods. Imp Error refers to imputation error. Question mark indicates that the performance depends on specific settings.
| Models | MI | Imp Error | Inference | Scalability |
|---|---|---|---|---|
| MI-NNGP | ✔ | ✔ | ✔ | ✔ |
| Sinkhorn | ✔ | ? | ? | ✘ |
| Linear RR | ✔ | ? | ? | ✘ |
| MICE | ✔ | ✔ | ? | ✘ |
| SoftImpute | ✘ | ✔ | ✘ | ? |
| MIWAE | ✔ | ✔ | ? | ? |
| GAIN | ✔ | ✘ | ✘ | ✘ |