Counterfactual Explanation on HELOC 5-fold (test)
100ValidityRobX
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobXClassifier=MLP2026.04 | 100 | 1.392 | 0.401 | 56.2 | 92.2 | 78.6 | |
| RobXClassifier=MLP, robust=true2026.04 | 100 | 3.346 | 1.003 | 53.4 | 99.9 | 96.8 | |
| BetaRCEClassifier=MLP2026.04 | 100 | 1.859 | 0.509 | 67.1 | 92.7 | 79.2 | |
| CROCEClassifier=MLP, gamma (γ)=0.702026.04 | 100 | 2.195 | 0.717 | 43.7 | 98.5 | 92.9 | |
| CROCEClassifier=MLP, gamma (γ)=0.802026.04 | 100 | 2.555 | 0.822 | 46 | 99.7 | 96.6 | |
| CROCEClassifier=MLP, gamma (γ)=0.902026.04 | 100 | 3.245 | 1.015 | 53.5 | 99.9 | 97.7 | |
| PPCEFClassifier=MLP2026.04 | 99.7 | 1.792 | 0.505 | 46.1 | 79.5 | 65.4 |