Counterfactual Explanations on Simulation Case 2
4.946ValM3 (m=2)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| M3 (m=2)m=2, CE Instance Index=(1)2025.01 | 4.946 | 2.796 | 6.767 | 88 | 1.747 | 0.722 | |
| M3 (m=2)m=2, CE Instance Index=(2)2025.01 | 4.826 | 2.796 | 6.767 | 88 | 1.747 | 0.722 | |
| M3 (m=3)m=3, CE Instance Index=(1)2025.01 | 4.705 | 2.781 | 6.702 | 96 | 1.591 | 0.66 | |
| Proposed (M3)Proposed Method variant index=12025.01 | 4.705 | — | — | — | — | — | |
| M1 (MLP)Base Model=Multi-Layer Perceptron2025.01 | 4.629 | 3.015 | 8.331 | 100 | 1.535 | 0.556 | |
| M3 (m=3)m=3, CE Instance Index=(2)2025.01 | 4.59 | 2.781 | 6.702 | 96 | 1.591 | 0.66 | |
| Proposed (M3)Proposed Method variant index=22025.01 | 4.59 | 2.781 | 6.702 | 96 | 1.591 | 0.66 | |
| M1 (LGB)Base Model=LightGBM2025.01 | 4.027 | 11.203 | 1.48 | 71 | 0.359 | 0.003 | |
| M1 (RF)Base Model=Random Forest2025.01 | 4.003 | 8.871 | 676.528 | 65.5 | 0.451 | 0.006 | |
| M3 (m=3)m=3, CE Instance Index=(3)2025.01 | 3.979 | 2.781 | 6.702 | 96 | 1.591 | 0.66 | |
| Proposed (M3)Proposed Method variant index=32025.01 | 3.979 | — | — | — | — | — | |
| M3 (m=4)m=4, CE Instance Index=(2)2025.01 | 3.866 | 2.754 | 7.106 | 79.2 | 1.228 | 0.476 | |
| M3 (m=4)m=4, CE Instance Index=(1)2025.01 | 3.858 | 2.754 | 7.106 | 79.2 | 1.228 | 0.476 | |
| M3 (m=4)m=4, CE Instance Index=(3)2025.01 | 3.46 | 2.754 | 7.106 | 79.2 | 1.228 | 0.476 | |
| M2 (Stack)Base Model=Stacking2025.01 | 3.455 | 7.601 | 96.218 | 41 | 0.455 | 0.036 | |
| Wachter2025.01 | 3.266 | 2.609 | 6.623 | 63.5 | 1.252 | 0.493 | |
| DiCE2025.01 | 3.166 | 2.974 | 7.565 | 63.2 | 1.065 | 0.419 | |
| M1 (LR)Base Model=Logistic Regression2025.01 | 2.394 | 3 | 8.001 | 55 | 0.798 | 0.299 | |
| M3 (m=4)m=4, CE Instance Index=(4)2025.01 | 2.348 | 2.754 | 7.106 | 79.2 | 1.228 | 0.476 |