Classification on Full panel 40 datasets (Pairwise Statistical Comparison)
0.007Mean Delta (A-B)EBM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EBMComparison baseline (B)=RuleFit2026.07 | 0.007 | 25 | 14 | 1 | 0.003 | 0.033 | |
| LightGBMComparison baseline (B)=RuleFit2026.07 | 0.0057 | 28 | 10 | 2 | 0.001 | 0.009 | |
| XGBoostComparison baseline (B)=RuleFit2026.07 | 0.005 | 27 | 12 | 1 | 0 | 0.002 | |
| XGBoostComparison baseline (B)=LightGBM2026.07 | -0.0007 | 15 | 24 | 1 | 0.241 | 1 | |
| IAIML-RComparison baseline (B)=RuleFit2026.07 | -0.0013 | 11 | 28 | 1 | 0.033 | 0.262 | |
| LightGBMComparison baseline (B)=EBM2026.07 | -0.0013 | 19 | 20 | 1 | 0.78 | 1 | |
| XGBoostComparison baseline (B)=EBM2026.07 | -0.002 | 16 | 23 | 1 | 0.606 | 1 | |
| IAIML-AComparison baseline (B)=IAIML-R2026.07 | -0.0057 | 17 | 14 | 9 | 0.652 | 1 | |
| IAIML-RComparison baseline (B)=XGBoost2026.07 | -0.0063 | 11 | 28 | 1 | 0.006 | 0.053 | |
| IAIML-AComparison baseline (B)=RuleFit2026.07 | -0.007 | 17 | 22 | 1 | 0.302 | 1 | |
| IAIML-RComparison baseline (B)=LightGBM2026.07 | -0.007 | 11 | 28 | 1 | 0.005 | 0.053 | |
| IAIML-RComparison baseline (B)=EBM2026.07 | -0.0083 | 6 | 32 | 2 | 0 | 0.001 | |
| IAIML-AComparison baseline (B)=XGBoost2026.07 | -0.012 | 16 | 23 | 1 | 0.072 | 0.431 | |
| IAIML-AComparison baseline (B)=LightGBM2026.07 | -0.0126 | 13 | 26 | 1 | 0.033 | 0.262 | |
| IAIML-AComparison baseline (B)=EBM2026.07 | -0.014 | 9 | 29 | 2 | 0.001 | 0.014 |