Data Imputation on superconductivity
0.3109Wasserstein DistanceMissForest
Evaluation results
| Method | Links | |
|---|---|---|
| MissForestMechanism=MCAR, Rate=5%2026.07 | 0.3109 | |
| MissForestMechanism=MAR, Rate=5%2026.07 | 0.3235 | |
| MissForestMechanism=MCAR, Rate=10%2026.07 | 0.4608 | |
| MissForestMechanism=MAR, Rate=10%2026.07 | 0.4675 | |
| MissForestMechanism=MNAR, Rate=10%2026.07 | 0.5391 | |
| MICEMechanism=MCAR, Rate=5%2026.07 | 0.5518 | |
| MICEMechanism=MAR, Rate=5%2026.07 | 0.56 | |
| MissForestMechanism=MAR, Rate=15%2026.07 | 0.615 | |
| MissForestMechanism=MAR, Rate=20%2026.07 | 0.615 | |
| MissForestMechanism=MCAR, Rate=15%2026.07 | 0.6182 | |
| ProposalMechanism=MCAR, Rate=5%2026.07 | 0.6334 | |
| ProposalMechanism=MAR, Rate=5%2026.07 | 0.6395 | |
| ProposalMechanism=MNAR, Rate=10%2026.07 | 0.7094 | |
| MissForestMechanism=MNAR, Rate=15%2026.07 | 0.7493 | |
| MICEMechanism=MCAR, Rate=10%2026.07 | 0.7536 | |
| MICEMechanism=MAR, Rate=10%2026.07 | 0.7555 | |
| MissForestMechanism=MCAR, Rate=20%2026.07 | 0.7734 | |
| MissForestMechanism=MAR, Rate=25%2026.07 | 0.7772 | |
| ProposalMechanism=MCAR, Rate=10%2026.07 | 0.7791 | |
| ProposalMechanism=MAR, Rate=10%2026.07 | 0.7814 | |
| PCAMechanism=MCAR, Rate=5%2026.07 | 0.8434 | |
| ProposalMechanism=MNAR, Rate=15%2026.07 | 0.8497 | |
| PCAMechanism=MAR, Rate=5%2026.07 | 0.8645 | |
| KNNMechanism=MCAR, Rate=5%2026.07 | 0.8676 | |
| ProposalMechanism=MAR, Rate=20%2026.07 | 0.8701 | |
| ProposalMechanism=MCAR, Rate=15%2026.07 | 0.8753 | |
| ProposalMechanism=MAR, Rate=15%2026.07 | 0.8801 | |
| KNNMechanism=MAR, Rate=5%2026.07 | 0.883 | |
| VAEMechanism=MCAR, Rate=5%2026.07 | 0.9019 | |
| MICEMechanism=MNAR, Rate=10%2026.07 | 0.9237 | |
| VAEMechanism=MAR, Rate=5%2026.07 | 0.9257 | |
| GAINMechanism=MAR, Rate=5%2026.07 | 0.9287 | |
| MissForestMechanism=MAR, Rate=30%2026.07 | 0.942 | |
| GAINMechanism=MCAR, Rate=5%2026.07 | 0.945 | |
| MICEMechanism=MAR, Rate=15%2026.07 | 0.9453 | |
| MICEMechanism=MAR, Rate=20%2026.07 | 0.9453 | |
| MICEMechanism=MCAR, Rate=15%2026.07 | 0.9526 | |
| ProposalMechanism=MNAR, Rate=20%2026.07 | 0.9551 | |
| ProposalMechanism=MAR, Rate=25%2026.07 | 0.9573 | |
| MissForestMechanism=MNAR, Rate=20%2026.07 | 0.9579 | |
| MissForestMechanism=MCAR, Rate=25%2026.07 | 0.9584 | |
| ProposalMechanism=MCAR, Rate=20%2026.07 | 0.9637 | |
| PCAMechanism=MNAR, Rate=10%2026.07 | 1.0195 | |
| ProposalMechanism=MAR, Rate=30%2026.07 | 1.0223 | |
| ProposalMechanism=MNAR, Rate=25%2026.07 | 1.0357 | |
| ProposalMechanism=MCAR, Rate=25%2026.07 | 1.0393 | |
| PCAMechanism=MCAR, Rate=10%2026.07 | 1.0494 | |
| KNNMechanism=MCAR, Rate=10%2026.07 | 1.0594 | |
| PCAMechanism=MAR, Rate=10%2026.07 | 1.0622 | |
| KNNMechanism=MAR, Rate=10%2026.07 | 1.0694 | |
| ProposalMechanism=MAR, Rate=35%2026.07 | 1.0846 | |
| ProposalMechanism=MCAR, Rate=30%2026.07 | 1.0958 | |
| ProposalMechanism=MNAR, Rate=30%2026.07 | 1.1102 | |
| MissForestMechanism=MNAR, Rate=25%2026.07 | 1.1115 | |
| ProposalMechanism=MAR, Rate=40%2026.07 | 1.1288 | |
| GAINMechanism=MAR, Rate=10%2026.07 | 1.1338 | |
| KNNMechanism=MNAR, Rate=10%2026.07 | 1.1355 | |
| GAINMechanism=MNAR, Rate=10%2026.07 | 1.15 | |
| MICEMechanism=MAR, Rate=25%2026.07 | 1.1524 | |
| ProposalMechanism=MCAR, Rate=35%2026.07 | 1.1586 | |
| MissForestMechanism=MAR, Rate=35%2026.07 | 1.1598 | |
| ProposalMechanism=MNAR, Rate=35%2026.07 | 1.1598 | |
| GAINMechanism=MCAR, Rate=10%2026.07 | 1.1642 | |
| MICEMechanism=MCAR, Rate=20%2026.07 | 1.1687 | |
| VAEMechanism=MNAR, Rate=10%2026.07 | 1.1777 | |
| VAEMechanism=MAR, Rate=10%2026.07 | 1.1901 | |
| MissForestMechanism=MCAR, Rate=30%2026.07 | 1.1909 | |
| VAEMechanism=MCAR, Rate=10%2026.07 | 1.1914 | |
| ProposalMechanism=MAR, Rate=45%2026.07 | 1.1997 | |
| KNNMechanism=MCAR, Rate=15%2026.07 | 1.2017 | |
| ProposalMechanism=MNAR, Rate=40%2026.07 | 1.205 | |
| KNNMechanism=MAR, Rate=15%2026.07 | 1.2081 | |
| KNNMechanism=MAR, Rate=20%2026.07 | 1.2081 | |
| ProposalMechanism=MCAR, Rate=40%2026.07 | 1.2145 | |
| PCAMechanism=MCAR, Rate=15%2026.07 | 1.2214 | |
| PCAMechanism=MNAR, Rate=15%2026.07 | 1.2389 | |
| PCAMechanism=MAR, Rate=15%2026.07 | 1.2416 | |
| PCAMechanism=MAR, Rate=20%2026.07 | 1.2416 | |
| MICEMechanism=MNAR, Rate=15%2026.07 | 1.2532 | |
| ProposalMechanism=MNAR, Rate=45%2026.07 | 1.2734 | |
| KNNMechanism=MAR, Rate=25%2026.07 | 1.3122 | |
| ProposalMechanism=MCAR, Rate=45%2026.07 | 1.3154 | |
| ProposalMechanism=MNAR, Rate=5%2026.07 | 1.3159 | |
| KNNMechanism=MCAR, Rate=20%2026.07 | 1.3246 | |
| KNNMechanism=MNAR, Rate=15%2026.07 | 1.3271 | |
| MissForestMechanism=MNAR, Rate=30%2026.07 | 1.3288 | |
| GAINMechanism=MAR, Rate=15%2026.07 | 1.3317 | |
| GAINMechanism=MAR, Rate=20%2026.07 | 1.3388 | |
| GAINMechanism=MCAR, Rate=15%2026.07 | 1.3477 | |
| PCAMechanism=MCAR, Rate=20%2026.07 | 1.3683 | |
| PCAMechanism=MAR, Rate=25%2026.07 | 1.3802 | |
| MICEMechanism=MAR, Rate=30%2026.07 | 1.389 | |
| MissForestMechanism=MAR, Rate=40%2026.07 | 1.398 | |
| KNNMechanism=MAR, Rate=30%2026.07 | 1.4087 | |
| MICEMechanism=MCAR, Rate=25%2026.07 | 1.4111 | |
| VAEMechanism=MAR, Rate=20%2026.07 | 1.4175 | |
| KNNMechanism=MCAR, Rate=25%2026.07 | 1.4196 | |
| VAEMechanism=MAR, Rate=15%2026.07 | 1.4211 | |
| PCAMechanism=MNAR, Rate=20%2026.07 | 1.4238 | |
| VAEMechanism=MCAR, Rate=15%2026.07 | 1.4369 |