Feature Importance Explanation on Real-world datasets
97.8Best ScoreLIME
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LIME2025.04 | 97.8 | 10.3 | |
| ILL-LRRegularizer=co2025.04 | 95.9 | 6.2 | |
| ILL-LR-USRegularizer=co2025.04 | 86.3 | 11.2 | |
| SHAP2025.04 | 66.3 | 2.6 | |
| ILL-LRConfig=.2025.04 | 65.6 | 9.7 | |
| LIN-LRStrategy=so, alpha=22025.04 | 49.6 | 3.9 | |
| LIN-LRRegularizer=co2025.04 | 49.4 | 4.2 | |
| INP-LR2025.04 | 48.5 | 2.6 | |
| INP-LR2025.04 | 41.4 | 1.6 | |
| ILL-LR-UCConfig=.2025.04 | 39.7 | 5 | |
| SHAP2025.04 | 37.3 | 3.7 | |
| LIME2025.04 | 23 | 4.9 |