Counterfactual Explanation Generation on wine
1ValidityDCFO
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DCFOk=102025.12 | 1 | — | — | — | — | — | — | — | — | |
| Bayconk=102025.12 | 1 | — | — | — | — | — | — | — | — | |
| CBCE2025.03 | 1 | 1 | 3.56 | 1.178 | 0.667 | 7.25 | 1.062 | 0.037 | 0.11 | |
| CEGP2025.03 | 1 | 1 | 1.346 | 0.547 | 0 | -10.7 | 1.174 | 0.005 | 544.26 | |
| WACH2025.03 | 1 | 1 | 1.01 | 0.625 | 0.015 | -12.379 | 1.228 | 0.005 | 287.38 | |
| PPCEF2025.03 | 1 | 1 | 1.959 | 0.6 | 1 | 7.38 | 1.033 | 0.064 | 8.12 | |
| HyConEx2025.03 | 1 | 1 | 2.241 | 0.738 | 0.7 | 8.4 | 0.999 | 0.054 | 0.001 | |
| ExDBSCAN2026.05 | 1 | — | — | — | — | — | — | — | — | |
| ExDBSCANStrategy=Random2026.05 | 1 | — | — | — | — | — | — | — | — | |
| Baselinek=102025.12 | 0.78 | — | — | — | — | — | — | — | — | |
| BayConStrategy=Random2026.05 | 0.55 | — | — | — | — | — | — | — | — | |
| BayConStrategy=Closest2026.05 | 0.55 | — | — | — | — | — | — | — | — | |
| EACEk=102025.12 | 0.44 | — | — | — | — | — | — | — | — | |
| GSStrategy=Surrogate2026.05 | 0.25 | — | — | — | — | — | — | — | — | |
| DiCEStrategy=Surrogate2026.05 | 0 | — | — | — | — | — | — | — | — | |
| GSStrategy=Direct2026.05 | 0 | — | — | — | — | — | — | — | — | |
| DiCEStrategy=Direct2026.05 | 0 | — | — | — | — | — | — | — | — | |
| BayConselection=Random2026.05 | — | — | — | 2.6 | — | — | — | — | — | |
| BayConselection=Closest2026.05 | — | — | — | 1.9 | — | — | — | — | — | |
| DiCEtype=Direct2026.05 | — | — | — | 4.5 | — | — | — | — | — | |
| DiCEtype=Surrogate2026.05 | — | — | — | 4.8 | — | — | — | — | — | |
| ExDBSCAN2026.05 | — | — | — | 1.7 | — | — | — | — | — | |
| ExDBSCANselection=Random2026.05 | — | — | — | 1.7 | — | — | — | — | — | |
| GStype=Surrogate2026.05 | — | — | — | 1.8 | — | — | — | — | — |