Data Imputation on finance MNAR (Wasserstein Distance)
0.174Wasserstein DistanceMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestRate=10%2026.07 | 0.174 | |
| MissForestRate=15%2026.07 | 0.2267 | |
| MissForestRate=20%2026.07 | 0.2673 | |
| ProposalRate=10%2026.07 | 0.3053 | |
| MissForestRate=25%2026.07 | 0.3197 | |
| ProposalRate=15%2026.07 | 0.3757 | |
| MissForestRate=30%2026.07 | 0.3806 | |
| KNNRate=10%2026.07 | 0.3824 | |
| ProposalRate=20%2026.07 | 0.4357 | |
| ProposalRate=25%2026.07 | 0.463 | |
| KNNRate=15%2026.07 | 0.4781 | |
| MissForestRate=35%2026.07 | 0.4807 | |
| ProposalRate=30%2026.07 | 0.4951 | |
| ProposalRate=35%2026.07 | 0.5184 | |
| KNNRate=20%2026.07 | 0.5322 | |
| ProposalRate=40%2026.07 | 0.5386 | |
| KNNRate=25%2026.07 | 0.572 | |
| KNNRate=30%2026.07 | 0.5988 | |
| ProposalRate=45%2026.07 | 0.614 | |
| MissForestRate=40%2026.07 | 0.6207 | |
| KNNRate=35%2026.07 | 0.6269 | |
| MICERate=10%2026.07 | 0.6333 | |
| KNNRate=40%2026.07 | 0.6616 | |
| ProposalRate=5%2026.07 | 0.6739 | |
| KNNRate=45%2026.07 | 0.74 | |
| MICERate=15%2026.07 | 0.8212 | |
| PCARate=10%2026.07 | 0.8317 | |
| KNNRate=5%2026.07 | 0.8408 | |
| GAINRate=10%2026.07 | 0.8452 | |
| MissForestRate=45%2026.07 | 0.93 | |
| MICERate=20%2026.07 | 0.992 | |
| GAINRate=15%2026.07 | 1.0002 | |
| PCARate=15%2026.07 | 1.0054 | |
| PCARate=20%2026.07 | 1.1174 | |
| MissForestRate=5%2026.07 | 1.1394 | |
| MICERate=25%2026.07 | 1.1397 | |
| GAINRate=20%2026.07 | 1.2299 | |
| PCARate=25%2026.07 | 1.2426 | |
| MICERate=30%2026.07 | 1.2931 | |
| PCARate=30%2026.07 | 1.3162 | |
| PCARate=35%2026.07 | 1.4013 | |
| MICERate=35%2026.07 | 1.4768 | |
| PCARate=40%2026.07 | 1.5281 | |
| GAINRate=25%2026.07 | 1.5459 | |
| MeanRate=10%2026.07 | 1.6059 | |
| MICERate=40%2026.07 | 1.6672 | |
| PCARate=45%2026.07 | 1.763 | |
| MeanRate=15%2026.07 | 1.835 | |
| PCARate=5%2026.07 | 1.8716 | |
| GAINRate=30%2026.07 | 1.8797 | |
| MICERate=45%2026.07 | 1.9127 | |
| MeanRate=20%2026.07 | 1.9876 | |
| MeanRate=25%2026.07 | 2.0931 | |
| MICERate=5%2026.07 | 2.1037 | |
| GAINRate=35%2026.07 | 2.1364 | |
| MeanRate=30%2026.07 | 2.1723 | |
| MeanRate=35%2026.07 | 2.2552 | |
| GAINRate=40%2026.07 | 2.3184 | |
| MeanRate=40%2026.07 | 2.3278 | |
| MeanRate=45%2026.07 | 2.397 | |
| GAINRate=5%2026.07 | 2.408 | |
| MeanRate=5%2026.07 | 2.4309 | |
| GAINRate=45%2026.07 | 2.6804 |