Global Counterfactual Explanations on COMPAS
100EffectivenessGroup-CF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Group-CFModel Architecture=DNN, s=42024.05 | 100 | 4.48 | |
| Group-CFModel Architecture=LR, s=42024.05 | 100 | 3.97 | |
| Group-CFModel Architecture=XGB, s=42024.05 | 100 | 4.06 | |
| GLOBE-CEModel Architecture=DNN, s=42024.05 | 100 | 2.82 | |
| dGLOBE-CEModel Architecture=DNN, s=42024.05 | 100 | 7.96 | |
| dGLOBE-CEModel Architecture=LR, s=42024.05 | 100 | 6.71 | |
| GLANCEModel Architecture=DNN, s=42024.05 | 100 | 2.34 | |
| GLANCEModel Architecture=LR, s=42024.05 | 100 | 2.33 | |
| Group-CFClassifier=DNN, s=82024.05 | 100 | 5.65 | |
| GLOBE-CEClassifier=DNN, s=82024.05 | 100 | 2.39 | |
| dGLOBE-CEClassifier=DNN, s=82024.05 | 100 | 7.28 | |
| GLANCEClassifier=DNN, s=82024.05 | 100 | 1.77 | |
| Group-CFClassifier=LR, s=82024.05 | 100 | 4.67 | |
| dGLOBE-CEClassifier=LR, s=82024.05 | 100 | 6.71 | |
| GLANCEClassifier=LR, s=82024.05 | 100 | 1.69 | |
| Group-CFClassifier=XGB, s=82024.05 | 100 | 4.08 | |
| dGLOBE-CEClassifier=XGB, s=82024.05 | 99.96 | 9.17 | |
| dGLOBE-CEModel Architecture=XGB, s=42024.05 | 99.84 | 12.46 | |
| GLANCEClassifier=XGB, s=82024.05 | 99.83 | 2.06 | |
| GLANCEModel Architecture=XGB, s=42024.05 | 99.51 | 2.96 | |
| GLOBE-CEModel Architecture=LR, s=42024.05 | 95.74 | 2.91 | |
| GLOBE-CEClassifier=LR, s=82024.05 | 95.74 | 2.25 | |
| GLOBE-CEClassifier=XGB, s=82024.05 | 87.21 | 3.09 | |
| GLOBE-CEModel Architecture=XGB, s=42024.05 | 87.17 | 4.73 | |
| CETClassifier=LR, s=82024.05 | 82.51 | 1.51 | |
| CETClassifier=DNN, s=82024.05 | 74.66 | 1.02 | |
| CETModel Architecture=LR, s=42024.05 | 73.18 | 1.24 | |
| CETClassifier=XGB, s=82024.05 | 68.62 | 1.3 | |
| Fast AReSClassifier=LR, s=82024.05 | 68.19 | 1.03 | |
| Fast AReSClassifier=XGB, s=82024.05 | 66.07 | 1.14 | |
| CETModel Architecture=DNN, s=42024.05 | 63.62 | 0.96 | |
| Fast AReSClassifier=DNN, s=82024.05 | 63.02 | 1.11 | |
| Fast AReSModel Architecture=LR, s=42024.05 | 62.5 | 1.24 | |
| Fast AReSModel Architecture=XGB, s=42024.05 | 59.83 | 1.1 | |
| CETModel Architecture=XGB, s=42024.05 | 58.4 | 1.06 | |
| Fast AReSModel Architecture=DNN, s=42024.05 | 55 | 1.21 |