Counterfactual Explanations on HELOC original (test)
100ValidityRobX
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobXClassifier=Logistic Regression2026.04 | 100 | 1.299 | 0.377 | 59 | 43.1 | 43.3 | |
| RobXClassifier=Logistic Regression, Robustness setting=robust2026.04 | 100 | 4.679 | 1.349 | 62 | 100 | 99.6 | |
| BetaRCEClassifier=Logistic Regression2026.04 | 100 | 2.704 | 0.743 | 79.5 | 98.5 | 90.3 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.702026.04 | 100 | 3.376 | 0.977 | 58.8 | 100 | 99.9 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.802026.04 | 99.8 | 4.413 | 1.229 | 76.1 | 100 | 100 | |
| PPCEFClassifier=Logistic Regression2026.04 | 99.6 | 1.799 | 0.505 | 49.2 | 42.3 | 41.7 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.902026.04 | 98.8 | 4.899 | 1.343 | 87.1 | 99.8 | 99.8 |