Imputation on Facial expression dataset (MNAR)
0.1577Wasserstein DistanceMICE
Evaluation results
| Method | Links | |
|---|---|---|
| MICERate=10%2026.07 | 0.1577 | |
| MissForestRate=10%2026.07 | 0.179 | |
| MICERate=15%2026.07 | 0.1844 | |
| MICERate=20%2026.07 | 0.2316 | |
| MissForestRate=15%2026.07 | 0.26 | |
| MICERate=25%2026.07 | 0.3032 | |
| MissForestRate=20%2026.07 | 0.353 | |
| MICERate=30%2026.07 | 0.4461 | |
| VAERate=10%2026.07 | 0.4653 | |
| MissForestRate=25%2026.07 | 0.4774 | |
| Joint Latent Diffusion ProcessRate=10%2026.07 | 0.5063 | |
| GAINRate=10%2026.07 | 0.5264 | |
| KNNRate=10%2026.07 | 0.5938 | |
| VAERate=15%2026.07 | 0.6005 | |
| Joint Latent Diffusion ProcessRate=15%2026.07 | 0.6059 | |
| MissForestRate=30%2026.07 | 0.6278 | |
| MICERate=35%2026.07 | 0.6796 | |
| Joint Latent Diffusion ProcessRate=20%2026.07 | 0.6829 | |
| KNNRate=15%2026.07 | 0.7199 | |
| GAINRate=15%2026.07 | 0.7431 | |
| Joint Latent Diffusion ProcessRate=25%2026.07 | 0.7435 | |
| PCARate=10%2026.07 | 0.7498 | |
| VAERate=20%2026.07 | 0.7633 | |
| Joint Latent Diffusion ProcessRate=30%2026.07 | 0.7912 | |
| MissForestRate=35%2026.07 | 0.8128 | |
| KNNRate=20%2026.07 | 0.825 | |
| Joint Latent Diffusion ProcessRate=35%2026.07 | 0.8407 | |
| Joint Latent Diffusion ProcessRate=40%2026.07 | 0.8987 | |
| KNNRate=25%2026.07 | 0.9061 | |
| PCARate=15%2026.07 | 0.9228 | |
| Joint Latent Diffusion ProcessRate=45%2026.07 | 0.9427 | |
| Joint Latent Diffusion ProcessRate=5%2026.07 | 0.9465 | |
| KNNRate=30%2026.07 | 0.9787 | |
| MICERate=40%2026.07 | 1.0062 | |
| KNNRate=35%2026.07 | 1.0379 | |
| PCARate=20%2026.07 | 1.0431 | |
| MissForestRate=40%2026.07 | 1.0434 | |
| KNNRate=40%2026.07 | 1.0886 | |
| GAINRate=20%2026.07 | 1.0947 | |
| KNNRate=5%2026.07 | 1.1375 | |
| PCARate=25%2026.07 | 1.1375 | |
| KNNRate=45%2026.07 | 1.1421 | |
| PCARate=30%2026.07 | 1.212 | |
| MissForestRate=5%2026.07 | 1.2195 | |
| PCARate=35%2026.07 | 1.2783 | |
| MissForestRate=45%2026.07 | 1.3196 | |
| PCARate=40%2026.07 | 1.3363 | |
| PCARate=5%2026.07 | 1.3648 | |
| MICERate=45%2026.07 | 1.3969 | |
| PCARate=45%2026.07 | 1.4216 | |
| GAINRate=25%2026.07 | 1.6926 | |
| MeanRate=10%2026.07 | 2.0964 | |
| MeanRate=15%2026.07 | 2.4793 | |
| MeanRate=20%2026.07 | 2.7317 | |
| GAINRate=30%2026.07 | 2.8809 | |
| MeanRate=25%2026.07 | 2.9193 | |
| GAINRate=40%2026.07 | 3.0137 | |
| MeanRate=30%2026.07 | 3.079 | |
| GAINRate=35%2026.07 | 3.1091 | |
| MeanRate=35%2026.07 | 3.2175 | |
| MICERate=5%2026.07 | 3.2397 | |
| MeanRate=40%2026.07 | 3.3423 | |
| MeanRate=45%2026.07 | 3.4571 | |
| MeanRate=5%2026.07 | 3.5791 | |
| GAINRate=5%2026.07 | 3.7267 | |
| GAINRate=45%2026.07 | 3.8546 |