Benchmark Results¶
Complete benchmark results across datasets.
Summary¶
| Dataset | GA Acc | CART Acc | p-value | GA Nodes | CART Nodes | Reduction |
|---|---|---|---|---|---|---|
| Iris | 94.55% | 92.41% | 0.186 | 7.4 | 16.4 | 55% |
| Wine | 88.19% | 87.22% | 0.683 | 10.7 | 20.7 | 48% |
| Breast Cancer | 91.05% | 91.57% | 0.640 | 6.5 | 35.5 | 82% |
All results use 20-fold cross-validation with configs/paper.yaml.
Key Findings¶
- Statistical Equivalence: All p-values > 0.05
- Size Reduction: 46-82% smaller trees than CART
- Interpretability: Explicit control via fitness weights