Binary Classification on FICO (test)
80.48AUROCNBM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NBMinteraction_order=first-order2022.05 | 80.48 | — | |
| NB2Minteraction_order=pairwise2022.05 | 80.29 | — | |
| SPAM (Neural, Order 3)Interaction Order=3, Model Architecture=Neural2022.05 | 80.24 | — | |
| SPAM (Neural, Order 2)Interaction Order=2, Model Architecture=Neural2022.05 | 80.11 | — | |
| EBMs (Order 2)Interaction Order=2, Model Architecture=Trees2022.05 | 79.98 | — | |
| EB2Minteraction_order=pairwise2022.05 | 79.98 | — | |
| NAMInteraction Order=1, Model Architecture=Neural2022.05 | 79.93 | — | |
| NAMinteraction_order=first-order2022.05 | 79.93 | — | |
| NA2Minteraction_order=pairwise2022.05 | 79.92 | — | |
| EBMs (Order 1)Interaction Order=1, Model Architecture=Trees2022.05 | 79.85 | — | |
| EBMinteraction_order=first-order2022.05 | 79.85 | — | |
| SPAM (Linear, Order 3)Interaction Order=3, Model Architecture=Linear2022.05 | 79.45 | — | |
| SPAM (Linear, Order 2)Interaction Order=2, Model Architecture=Linear2022.05 | 79.4 | — | |
| DNNModel Architecture=Neural2022.05 | 79.36 | — | |
| MLP2022.05 | 79.36 | — | |
| XGBoostModel Architecture=Trees2022.05 | 79.25 | — | |
| XGBoost2022.05 | 79.25 | — | |
| Linear (Order 2)Interaction Order=2, Model Architecture=Linear2022.05 | 79.1 | — | |
| LRImputation=MICE2025.05 | 79.1 | 75.4 | |
| Linear (Order 1)Interaction Order=1, Model Architecture=Linear2022.05 | 79.09 | — | |
| Linear2022.05 | 79.09 | — | |
| NEUMISSImputation=MICE2025.05 | 79 | 75.4 | |
| XGBOOSTImputation=MICE2025.05 | 78.4 | 69.3 | |
| M-GAM (IND)Imputation=MICE2025.05 | 77.9 | 42.4 | |
| M-GAM (INT)Imputation=MICE2025.05 | 77.6 | 29.1 | |
| RFImputation=MICE2025.05 | 77.5 | 71 | |
| MINTYImputation=MICE2025.05 | 76.6 | 22.8 | |
| MA-RFImputation=MICE2025.05 | 76 | 5.8 | |
| MA-LASSOImputation=MICE2025.05 | 75.8 | 5.7 | |
| MA-GBTImputation=MICE2025.05 | 75.7 | 6.1 | |
| DTImputation=MICE2025.05 | 73.7 | 5.7 | |
| MA-DTImputation=MICE2025.05 | 73.7 | 5.7 |