Global Counterfactual Explanations on German Credit
100EffectivenessCET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CETModel Architecture=XGB, s=42024.05 | 100 | 2.73 | |
| Group-CFModel Architecture=XGB, s=42024.05 | 100 | 5.78 | |
| GLANCEModel Architecture=LR, s=42024.05 | 100 | 1.21 | |
| GLANCEModel Architecture=XGB, s=42024.05 | 100 | 1.06 | |
| CETClassifier=DNN, s=82024.05 | 100 | 1.27 | |
| GLANCEClassifier=LR, s=82024.05 | 100 | 1.18 | |
| CETClassifier=XGB, s=82024.05 | 100 | 2.18 | |
| Group-CFClassifier=XGB, s=82024.05 | 100 | 4.05 | |
| GLANCEClassifier=XGB, s=82024.05 | 100 | 1.02 | |
| Group-CFClassifier=DNN, s=82024.05 | 99.6 | 2.49 | |
| Group-CFClassifier=LR, s=82024.05 | 98.9 | 10.56 | |
| CETClassifier=LR, s=82024.05 | 98.75 | 2.02 | |
| dGLOBE-CEClassifier=DNN, s=82024.05 | 98.09 | 2.34 | |
| Group-CFModel Architecture=DNN, s=42024.05 | 97.8 | 1.85 | |
| Group-CFModel Architecture=LR, s=42024.05 | 97.6 | 9.34 | |
| dGLOBE-CEModel Architecture=DNN, s=42024.05 | 97.36 | 2.49 | |
| CETModel Architecture=DNN, s=42024.05 | 97.3 | 1.58 | |
| CETModel Architecture=LR, s=42024.05 | 96.5 | 2.42 | |
| GLANCEClassifier=DNN, s=82024.05 | 96.43 | 0.86 | |
| GLOBE-CEClassifier=DNN, s=82024.05 | 95.55 | 1.88 | |
| GLANCEModel Architecture=DNN, s=42024.05 | 95.31 | 1.25 | |
| GLOBE-CEModel Architecture=DNN, s=42024.05 | 95.12 | 2.11 | |
| dGLOBE-CEClassifier=XGB, s=82024.05 | 88.17 | 2.64 | |
| dGLOBE-CEModel Architecture=XGB, s=42024.05 | 86.96 | 2.66 | |
| GLOBE-CEModel Architecture=XGB, s=42024.05 | 77.05 | 2.52 | |
| GLOBE-CEClassifier=XGB, s=82024.05 | 77.05 | 2.49 | |
| Fast AReSModel Architecture=LR, s=42024.05 | 75.27 | 1 | |
| Fast AReSClassifier=LR, s=82024.05 | 71.9 | 1 | |
| dGLOBE-CEModel Architecture=LR, s=42024.05 | 69.89 | 2.47 | |
| dGLOBE-CEClassifier=LR, s=82024.05 | 69.89 | 2.47 | |
| Fast AReSClassifier=XGB, s=82024.05 | 68.88 | 1 | |
| Fast AReSClassifier=DNN, s=82024.05 | 65.47 | 1 | |
| GLOBE-CEClassifier=LR, s=82024.05 | 57.55 | 2.25 | |
| GLOBE-CEModel Architecture=LR, s=42024.05 | 57.09 | 2.27 | |
| Fast AReSModel Architecture=DNN, s=42024.05 | 52.39 | 1 | |
| Fast AReSModel Architecture=XGB, s=42024.05 | 51.27 | 1 |