Imputation on Six Datasets MCAR/MAR 30% missingness
1.25NRMSEMIWAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MIWAEMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 1.25 | 1.25 | 1.5 | 1.8 | |
| MissForestMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 1.75 | 1.75 | 1.58 | 1.2 | |
| SNIMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 3.33 | 3.5 | 3.42 | 3.9 | |
| KNNMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 4 | 4 | 4.25 | 4.1 | |
| MICEMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 5.33 | 5.5 | 4.42 | 4 | |
| Mean/ModeMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 5.42 | 5 | 7 | 7 | |
| GAINMissingness Mechanism=MCAR/MAR, Missingness Rate=30%2026.01 | 6.92 | 7 | 5.83 | 6 |