Feature Importance Ranking on ssin 2c
1Spearman CorrelationILL-LR(co)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ILL-LR(co)Black-box model=LGB2025.04 | 1 | 98.6 | |
| ILL-LR-UC(co)Black-box model=LGB2025.04 | 1 | 98.5 | |
| ILL-LR(co)Black-box model=XGB2025.04 | 1 | 98 | |
| ILL-LR-UC(co)Black-box model=XGB2025.04 | 1 | 98.3 | |
| ILL-LR(co)Black-box model=CTB2025.04 | 1 | 98.6 | |
| ILL-LR-UC(co)Black-box model=CTB2025.04 | 1 | 98.4 | |
| LIMEBlack-box model=XGB2025.04 | 0.995 | — | |
| LIMEBlack-box model=LGB2025.04 | 0.993 | — | |
| LIMEBlack-box model=CTB2025.04 | 0.993 | — | |
| ILL-LR-US(co)Black-box model=CTB2025.04 | 0.965 | 98.6 | |
| ILL-LR-US(co)Black-box model=XGB2025.04 | 0.947 | 98.1 | |
| ILL-LR-US(co)Black-box model=LGB2025.04 | 0.904 | 98.7 | |
| LIN-LR(co)Black-box model=XGB2025.04 | 0.847 | 97 | |
| LIN-LR(co)Black-box model=LGB2025.04 | 0.836 | 97.2 | |
| LIN-LR(co)Black-box model=CTB2025.04 | 0.824 | 97.3 | |
| INP-LRBlack-box model=XGB2025.04 | 0.812 | 96.1 | |
| INP-LRBlack-box model=LGB2025.04 | 0.806 | 96.6 | |
| INP-LRBlack-box model=CTB2025.04 | 0.806 | 96.9 | |
| SHAPBlack-box model=XGB2025.04 | 0.276 | — | |
| SHAPBlack-box model=CTB2025.04 | 0.259 | — | |
| SHAPBlack-box model=LGB2025.04 | 0.257 | — |