Global Counterfactual Explanations on Default Credit
100EffectivenessCET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CETModel Architecture=LR, s=42024.05 | 100 | 3.79 | |
| GLANCEModel Architecture=DNN, s=42024.05 | 100 | 1.2 | |
| GLANCEModel Architecture=LR, s=42024.05 | 100 | 1.05 | |
| GLANCEClassifier=DNN, s=82024.05 | 100 | 1.2 | |
| CETClassifier=LR, s=82024.05 | 100 | 2 | |
| Group-CFClassifier=LR, s=82024.05 | 100 | 3.98 | |
| GLANCEClassifier=LR, s=82024.05 | 100 | 1.05 | |
| dGLOBE-CEClassifier=DNN, s=82024.05 | 99.95 | 6.77 | |
| GLOBE-CEModel Architecture=LR, s=42024.05 | 99.94 | 2.91 | |
| dGLOBE-CEModel Architecture=LR, s=42024.05 | 99.94 | 10.38 | |
| GLOBE-CEClassifier=LR, s=82024.05 | 99.94 | 2.13 | |
| dGLOBE-CEClassifier=LR, s=82024.05 | 99.94 | 10.38 | |
| dGLOBE-CEClassifier=XGB, s=82024.05 | 99.08 | 28.73 | |
| CETModel Architecture=DNN, s=42024.05 | 98.87 | 6.32 | |
| GLANCEClassifier=XGB, s=82024.05 | 98.87 | 2.14 | |
| CETClassifier=DNN, s=82024.05 | 98.53 | 3.68 | |
| GLANCEModel Architecture=XGB, s=42024.05 | 98.13 | 3.68 | |
| Group-CFClassifier=XGB, s=82024.05 | 97.8 | 1.92 | |
| dGLOBE-CEModel Architecture=XGB, s=42024.05 | 97.47 | 42.58 | |
| GLOBE-CEClassifier=DNN, s=82024.05 | 95.9 | 2.58 | |
| Group-CFModel Architecture=LR, s=42024.05 | 95.4 | 1.94 | |
| Group-CFModel Architecture=XGB, s=42024.05 | 95.2 | 1.41 | |
| CETClassifier=XGB, s=82024.05 | 90.01 | 2.61 | |
| dGLOBE-CEModel Architecture=DNN, s=42024.05 | 87.38 | 5.96 | |
| CETModel Architecture=XGB, s=42024.05 | 86.29 | 4.5 | |
| GLOBE-CEClassifier=XGB, s=82024.05 | 85.63 | 9.78 | |
| Group-CFClassifier=DNN, s=82024.05 | 84.8 | 2.15 | |
| GLOBE-CEModel Architecture=XGB, s=42024.05 | 83.69 | 17.21 | |
| GLOBE-CEModel Architecture=DNN, s=42024.05 | 81.19 | 3.76 | |
| Group-CFModel Architecture=DNN, s=42024.05 | 79.6 | 1.53 | |
| Fast AReSClassifier=XGB, s=82024.05 | 36.88 | 1.07 | |
| Fast AReSModel Architecture=XGB, s=42024.05 | 31.86 | 1.05 | |
| Fast AReSClassifier=DNN, s=82024.05 | 23.75 | 1.02 | |
| Fast AReSModel Architecture=DNN, s=42024.05 | 18.88 | 1 | |
| Fast AReSClassifier=LR, s=82024.05 | 11.67 | 1.04 | |
| Fast AReSModel Architecture=LR, s=42024.05 | 10.85 | 1.07 |