AUC values of comparison results with different models using the selected features and all features in each LC scenario
| LLC Scenario 0_0 | LLC Scenario 0_1 | LLC Scenario 1_0 | LLC Scenario 1_1 | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Feature type | SVM | NB | DT | KNN | SVM | NB | DT | KNN | SVM | NB | DT | KNN | SVM | NB | DT | KNN |
| All Features | 0.90 | 0.85 | 0.82 | 0.96 | 0.92 | 0.85 | 0.94 | 0.99 | 0.88 | 0.94 | 0.99 | 0.98 | 0.93 | 0.97 | 0.99 | 0.98 |
| Selected | 0.99 | 0.81↓ | 0.98 | 0.98 | 0.84↓ | 0.78↓ | 0.97 | 0.99 | 1 | 0.93↓ | 0.99 | 1 | 0.99 | 0.96↓ | 0.98↓ | 0.99 |
| Improvement (%) | 10.0 | −4.7 | 19.5 | 2.0 | −8.6 | −8.2 | 3.1 | 0 | 13.6 | −1.0 | 0 | 2.0 | 6.4 | −1.0 | −1.0 | 1.0 |
| RLC Scenario 0_0 | RLC Scenario 0_1 | RLC Scenario 1_0 | RLC Scenario 1_1 | |||||||||||||
| All Features | 0.93 | 0.83 | 0.92 | 0.97 | 0.92 | 0.93 | 0.97 | 0.96 | 0.94 | 0.87 | 0.91 | 0.97 | 0.95 | 0.94 | 0.99 | 0.96 |
| Selected | 0.97 | 0.75↓ | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.80↓ | 0.98 | 0.99 | 0.99 | 0.95 | 0.98↓ | 1 |
| Improvement (%) | 4.3 | −9.6 | 6.5 | 2.0 | 7.6 | 5.3 | 1.0 | 2.0 | 4.2 | −8.0 | 7.6 | 1.0 | 4.2 | 1.0 | −1.0 | 4.1 |
| LLC Scenario 0_0 | LLC Scenario 0_1 | LLC Scenario 1_0 | LLC Scenario 1_1 | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SVM | NB | DT | KNN | SVM | NB | DT | KNN | SVM | NB | DT | KNN | SVM | NB | DT | KNN | |
| 0.90 | 0.85 | 0.82 | 0.96 | 0.92 | 0.85 | 0.94 | 0.99 | 0.88 | 0.94 | 0.99 | 0.98 | 0.93 | 0.97 | 0.99 | 0.98 | |
| 0.99 | 0.81↓ | 0.98 | 0.98 | 0.84↓ | 0.78↓ | 0.97 | 0.99 | 1 | 0.93↓ | 0.99 | 1 | 0.99 | 0.96↓ | 0.98↓ | 0.99 | |
| 10.0 | −4.7 | 19.5 | 2.0 | −8.6 | −8.2 | 3.1 | 0 | 13.6 | −1.0 | 0 | 2.0 | 6.4 | −1.0 | −1.0 | 1.0 | |
| RLC Scenario 0_0 | RLC Scenario 0_1 | RLC Scenario 1_0 | RLC Scenario 1_1 | |||||||||||||
| 0.93 | 0.83 | 0.92 | 0.97 | 0.92 | 0.93 | 0.97 | 0.96 | 0.94 | 0.87 | 0.91 | 0.97 | 0.95 | 0.94 | 0.99 | 0.96 | |
| 0.97 | 0.75↓ | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.80↓ | 0.98 | 0.99 | 0.99 | 0.95 | 0.98↓ | 1 | |
| 4.3 | −9.6 | 6.5 | 2.0 | 7.6 | 5.3 | 1.0 | 2.0 | 4.2 | −8.0 | 7.6 | 1.0 | 4.2 | 1.0 | −1.0 | 4.1 | |