Classification on Pima (AUC)
0.823AUCMALMAS
Evaluation Results
| Method | Links | |
|---|---|---|
| MALMAS2026.04 | 0.823 | |
| OpenFE2026.04 | 0.815 | |
| DFS2026.04 | 0.81 | |
| CAAFE2026.04 | 0.81 | |
| OCTree2026.04 | 0.81 | |
| LLMFE2026.04 | 0.81 | |
| Base2026.04 | 0.809 | |
| AutoFeat2026.04 | 0.805 | |
| AV-LRMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.787 | |
| MissForestMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.757 | |
| NotMIWAEMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.753 | |
| NotMIWAEMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.748 | |
| AV-LRMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.748 | |
| DLGLMMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.748 | |
| NotMIWAEMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.746 | |
| DLGLMMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.741 | |
| MissForestMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.73 | |
| MICEMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.73 | |
| DLGLMMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.725 | |
| MeanMechanism=Sequential Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.715 | |
| MICEMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.705 | |
| AV-LRMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.703 | |
| MissForestMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.698 | |
| MeanMechanism=Logistic, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.69 | |
| MICEMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.632 | |
| MeanMechanism=Self-Masking, Missingness Rate=50%, Missingness Type=MNAR2026.03 | 0.568 |