Binary Classification on MIMIC 2
0.869AUCNB2M
Evaluation Results
| Method | Links | |
|---|---|---|
| NB2MComplexity=Pairwise Interactions2022.05 | 0.869 | |
| NeuralSPAMOrder=22022.05 | 0.8664 | |
| NA2MComplexity=Pairwise Interactions2022.05 | 0.8639 | |
| NBMComplexity=Standard2022.05 | 0.8549 | |
| NAM2022.05 | 0.8539 | |
| NAMComplexity=Standard2022.05 | 0.8539 | |
| LinearSPAMOrder=22022.05 | 0.8514 | |
| EB2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.848 | |
| NB2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.848 | |
| NAEInterpretability=Yes, Complex.=O(n)2026.02 | 0.847 | |
| NODE-GA2MComplexity=Pairwise Interactions2022.05 | 0.846 | |
| NODE-GA2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.846 | |
| XGBoostInterpretability=No, Complex.=N/A2026.02 | 0.844 | |
| XGBoost2022.05 | 0.843 | |
| NODEInterpretability=No, Complex.=N/A2026.02 | 0.843 | |
| NA2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.843 | |
| MLPInterpretability=No, Complex.=N/A2026.02 | 0.835 | |
| EBMInterpretability=Yes, Complex.=O(n)2026.02 | 0.835 | |
| NAMInterpretability=Yes, Complex.=O(n)2026.02 | 0.834 | |
| NBMInterpretability=Yes, Complex.=O(n)2026.02 | 0.833 | |
| NODE-GAM2022.05 | 0.832 | |
| NODE-GAMComplexity=Standard2022.05 | 0.832 | |
| NODE-GAMInterpretability=Yes, Complex.=O(n)2026.02 | 0.832 | |
| SplineInterpretability=Yes, Complex.=O(n)2026.02 | 0.825 | |
| LinearInterpretability=Yes, Complex.=O(n)2026.02 | 0.796 |