Counterfactual Explanations on churn
48.5ValidityGS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GS2025.02 | 48.5 | 7.355 | 27.8 | 5.535 | 67.7 | 1.718 | |
| uncertainty+d2025.02 | 38.5 | 2.9 | 26.8 | 1.835 | 25.8 | 0.95 | |
| CLUE2025.02 | 17.3 | 3,895.622 | 100 | 3,892.211 | 88.4 | 0 | |
| uncertainty2025.02 | 7.4 | 14.167 | 26.5 | 12.233 | 80.9 | 2.994 | |
| CLUEensemble=adversarial2025.02 | 0.494 | 10.101 | 1 | 7.685 | 0.884 | 0.238 | |
| GSensemble=adversarial2025.02 | 0.484 | 9.192 | 0.274 | 7.397 | 0.73 | 2.299 | |
| GSensemble=DARE2025.02 | 0.479 | 6.509 | 0.275 | 4.472 | 0.62 | — | |
| DICEensemble=adversarial2025.02 | 0.447 | 3.481 | 0.31 | 1.254 | 0.83 | 0.777 | |
| DICEensemble=DARE2025.02 | 0.385 | 3.076 | 0.266 | 0.572 | 0.784 | 0.532 | |
| uncertainty+densemble=DARE2025.02 | 0.307 | 2.339 | 0.239 | 0.388 | 0.655 | 0.775 | |
| uncertaintyensemble=adversarial2025.02 | 0.034 | 27.403 | 0.265 | 25.379 | 0.883 | 10.271 | |
| uncertaintyensemble=DARE2025.02 | 0.004 | 17.845 | 0.265 | 15.964 | 0.833 | 2.562 |