Counterfactual Explanations on Simulation Case 1
2.085Validity (Val)MOO-CE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MOO-CEMethod Type=M3, m value=4, Instance index=42025.01 | 2.085 | 2.843 | 7.374 | 99.9 | 62.7 | 24.2 | |
| M1Method Type=MLP2025.01 | 1.997 | 3.002 | 8.823 | 100 | 66.5 | 22.6 | |
| MOO-CEMethod Type=M3, m value=2, Instance index=22025.01 | 1.886 | 2.918 | 7.866 | 100 | 60 | 22.2 | |
| MOO-CEMethod Type=M3, m value=3, Instance index=22025.01 | 1.836 | 2.904 | 7.799 | 100 | 60.3 | 22.5 | |
| Proposed (M3)Proposed Method variant index=22025.01 | 1.836 | 2.904 | 7.799 | 100 | 60.3 | 22.5 | |
| MOO-CEMethod Type=M3, m value=3, Instance index=32025.01 | 1.818 | 2.904 | 7.799 | 100 | 60.3 | 22.5 | |
| Proposed (M3)Proposed Method variant index=32025.01 | 1.818 | — | — | — | — | — | |
| M1Method Type=LR2025.01 | 1.783 | 3.01 | 8.481 | 100 | 59.2 | 21 | |
| MOO-CEMethod Type=M3, m value=4, Instance index=22025.01 | 1.782 | 2.843 | 7.374 | 99.9 | 62.7 | 24.2 | |
| Wachter2025.01 | 1.78 | 3 | 8.434 | 100 | 59.3 | 21.1 | |
| MOO-CEMethod Type=M3, m value=4, Instance index=32025.01 | 1.732 | 2.843 | 7.374 | 99.9 | 62.7 | 24.2 | |
| M1Method Type=LGB2025.01 | 1.666 | 2.193 | 7.441 | 76.5 | 76 | 22.4 | |
| MOO-CEMethod Type=M3, m value=2, Instance index=12025.01 | 1.614 | 2.918 | 7.866 | 100 | 60 | 22.2 | |
| MOO-CEMethod Type=M3, m value=3, Instance index=12025.01 | 1.602 | 2.904 | 7.799 | 100 | 60.3 | 22.5 | |
| Proposed (M3)Proposed Method variant index=12025.01 | 1.602 | — | — | — | — | — | |
| MOO-CEMethod Type=M3, m value=4, Instance index=12025.01 | 1.526 | 2.843 | 7.374 | 99.9 | 62.7 | 24.2 | |
| DiCE2025.01 | 1.363 | 2.998 | 8.134 | 96.2 | 45.5 | 16.8 | |
| M1Method Type=RF2025.01 | 1.252 | 2.426 | 6.647 | 70.5 | 51.6 | 18.8 | |
| M2Method Type=Stack2025.01 | 0.586 | 4.821 | 122.497 | 2 | 12.1 | 0.5 |