Global Counterfactual Explanations on Adult
100EffectivenessGroup-CF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Group-CFModel Architecture=DNN, s=42024.05 | 100 | 10.08 | |
| Group-CFModel Architecture=LR, s=42024.05 | 100 | 1.71 | |
| GLANCEModel Architecture=DNN, s=42024.05 | 100 | 4.6 | |
| GLANCEModel Architecture=LR, s=42024.05 | 100 | 1.04 | |
| Group-CFClassifier=DNN, s=82024.05 | 100 | 11.54 | |
| dGLOBE-CEClassifier=DNN, s=82024.05 | 100 | 11.85 | |
| GLANCEClassifier=DNN, s=82024.05 | 100 | 3.96 | |
| Group-CFClassifier=LR, s=82024.05 | 100 | 2.33 | |
| dGLOBE-CEClassifier=LR, s=82024.05 | 100 | 6.12 | |
| GLANCEClassifier=LR, s=82024.05 | 100 | 1.03 | |
| GLOBE-CEModel Architecture=DNN, s=42024.05 | 99.92 | 3.34 | |
| GLOBE-CEModel Architecture=LR, s=42024.05 | 99.92 | 2.34 | |
| dGLOBE-CEModel Architecture=DNN, s=42024.05 | 99.92 | 10.89 | |
| dGLOBE-CEModel Architecture=LR, s=42024.05 | 99.92 | 5.91 | |
| GLOBE-CEClassifier=DNN, s=82024.05 | 99.92 | 2.4 | |
| GLOBE-CEClassifier=LR, s=82024.05 | 99.92 | 1.66 | |
| GLANCEClassifier=XGB, s=82024.05 | 99.87 | 3.85 | |
| GLANCEModel Architecture=XGB, s=42024.05 | 99.85 | 4.9 | |
| Group-CFClassifier=XGB, s=82024.05 | 99.4 | 1.88 | |
| Group-CFModel Architecture=XGB, s=42024.05 | 96.8 | 1.41 | |
| dGLOBE-CEClassifier=XGB, s=82024.05 | 94.38 | 62.37 | |
| dGLOBE-CEModel Architecture=XGB, s=42024.05 | 93.76 | 64.76 | |
| GLOBE-CEClassifier=XGB, s=82024.05 | 86.33 | 11.7 | |
| GLOBE-CEModel Architecture=XGB, s=42024.05 | 82.88 | 22.8 | |
| Fast AReSClassifier=DNN, s=82024.05 | 13.8 | 1 | |
| Fast AReSClassifier=LR, s=82024.05 | 12.51 | 1 | |
| Fast AReSModel Architecture=DNN, s=42024.05 | 12.39 | 1 | |
| Fast AReSModel Architecture=LR, s=42024.05 | 11.74 | 1 | |
| Fast AReSClassifier=XGB, s=82024.05 | 7.19 | 1 | |
| Fast AReSModel Architecture=XGB, s=42024.05 | 6.13 | 1 |