Global Counterfactual Explanations on HELOC
100EffectivenessCET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CETModel Architecture=LR, s=42024.05 | 100 | 3.57 | |
| GLANCEModel Architecture=LR, s=42024.05 | 100 | 1.55 | |
| dGLOBE-CEClassifier=DNN, s=82024.05 | 100 | 6.65 | |
| CETClassifier=LR, s=82024.05 | 100 | 2.99 | |
| GLANCEClassifier=LR, s=82024.05 | 100 | 1.2 | |
| GLANCEClassifier=DNN, s=82024.05 | 99.98 | 9.42 | |
| dGLOBE-CEModel Architecture=DNN, s=42024.05 | 99.96 | 11.07 | |
| GLANCEModel Architecture=DNN, s=42024.05 | 99.94 | 11.24 | |
| GLOBE-CEModel Architecture=LR, s=42024.05 | 99.9 | 0.66 | |
| dGLOBE-CEModel Architecture=LR, s=42024.05 | 99.9 | 1.63 | |
| GLOBE-CEClassifier=LR, s=82024.05 | 99.9 | 0.55 | |
| dGLOBE-CEClassifier=LR, s=82024.05 | 99.9 | 1.63 | |
| CETClassifier=DNN, s=82024.05 | 99.36 | 8.86 | |
| GLANCEClassifier=XGB, s=82024.05 | 99 | 16.65 | |
| GLANCEModel Architecture=XGB, s=42024.05 | 98.94 | 19.99 | |
| Group-CFClassifier=LR, s=82024.05 | 96.6 | 1.98 | |
| Group-CFModel Architecture=LR, s=42024.05 | 90.6 | 2.4 | |
| CETClassifier=XGB, s=82024.05 | 90.25 | 12.99 | |
| CETModel Architecture=DNN, s=42024.05 | 86.78 | 8.67 | |
| CETModel Architecture=XGB, s=42024.05 | 86.78 | 12.51 | |
| Group-CFClassifier=DNN, s=82024.05 | 84.8 | 1.98 | |
| dGLOBE-CEClassifier=XGB, s=82024.05 | 81.95 | 128 | |
| Group-CFClassifier=XGB, s=82024.05 | 81.4 | 5.14 | |
| Group-CFModel Architecture=DNN, s=42024.05 | 80.4 | 3.09 | |
| Group-CFModel Architecture=XGB, s=42024.05 | 78.4 | 5.63 | |
| dGLOBE-CEModel Architecture=XGB, s=42024.05 | 77.64 | 128 | |
| GLOBE-CEModel Architecture=DNN, s=42024.05 | 47.18 | 20.44 | |
| GLOBE-CEClassifier=XGB, s=82024.05 | 29.18 | 16.41 | |
| GLOBE-CEClassifier=DNN, s=82024.05 | 29.02 | 7.88 | |
| GLOBE-CEModel Architecture=XGB, s=42024.05 | 28.33 | 32.73 | |
| Fast AReSClassifier=DNN, s=82024.05 | 15.44 | 1.05 | |
| Fast AReSModel Architecture=DNN, s=42024.05 | 12.19 | 1.03 | |
| Fast AReSClassifier=XGB, s=82024.05 | 11.22 | 1.09 | |
| Fast AReSClassifier=LR, s=82024.05 | 10.95 | 1.11 | |
| Fast AReSModel Architecture=LR, s=42024.05 | 9.23 | 1.12 | |
| Fast AReSModel Architecture=XGB, s=42024.05 | 8.49 | 1.16 |