Regression on QSAR fish toxicity OpenML CTR 23 (80-20 split)
0.9466RMSEEBM
Evaluation results
| Method | Links | |
|---|---|---|
| EBMInterpretability Category=Interpretable2026.05 | 0.9466 | |
| SepALSInterpretability Category=Interpretable, Rank Constraint=r ≤ 102026.05 | 0.9704 | |
| RFInterpretability Category=Black-box2026.05 | 0.9795 | |
| LGBMInterpretability Category=Black-box2026.05 | 0.9913 | |
| SepALSInterpretability Category=Interpretable, Rank Constraint=r ≤ 22026.05 | 0.996 | |
| LGBMInterpretability Category=Interpretable2026.05 | 0.997 | |
| XGBInterpretability Category=Black-box2026.05 | 1.0047 | |
| XGBInterpretability Category=Interpretable2026.05 | 1.0199 | |
| TSLInterpretability Category=Interpretable, Separation Model=1-product2026.05 | 1.0835 | |
| TSLInterpretability Category=Interpretable, Rank Constraint=R ≤ 102026.05 | 1.1143 | |
| TSLInterpretability Category=Interpretable, Rank Constraint=R ≤ 22026.05 | 1.1662 |