Imputation on Six Datasets Aggregated (test)
1.56NRMSEMIWAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MIWAEMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 1.56 | 2 | 1.44 | 2.2 | |
| MissForestMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 1.61 | 1.61 | 1.61 | 1.6 | |
| SNIMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 4.22 | 4.06 | 4.06 | 4.33 | |
| SNI-MMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 4.22 | 4.06 | 4.06 | 4.73 | |
| KNNMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 4.94 | 4.94 | 5 | 4.33 | |
| Mean/ModeMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 5.83 | 5.56 | 7.94 | 7.33 | |
| MICEMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 6.06 | 6.11 | 5.44 | 5 | |
| GAINMissingness Mechanism=MNAR, Missingness rate=10/30/50%2026.01 | 7.56 | 7.67 | 6.44 | 6.47 |