TABLE 2.
Variable selection performance by three different algorithms in Simulation 1
| Threshold | SS | SRS (ν2 = 0.9) | SRS (ν2 = 1) | fastSRS | |
|---|---|---|---|---|---|
| Sensitivity/Specificity | 95% | 0.659/0.984 | 0.600/0.978 | 0.625/0.982 | 0.671/0.985 |
| 90% | 0.847/0.941 | 0.729/0.934 | 0.753/0.936 | 0.847/0.941 | |
| 85% | 0.941/0.889 | 0.941/0.888 | 0.953/0.895 | 0.965/0.895 | |
| 80% | 0.977/0.838 | 1.000/0.842 | 1.000/0.846 | 1.000/0.844 | |
|
| |||||
| AUC | 0.973 | 0.966 | 0.970 | 0.979 | |
| Effective Time (mins)1 | 13.100 | 1.710 | 1.600 | 2.600 | |
| Resolution related Time (mins)2 | 0.000 | 5.342 | 5.033 | 7.233 | |
| ESS/min | 0.669 | 7.458 | 8.381 | 454.004 | |
Computational time for resolution K (highest resolution) for the SRS and the fastSRS.
Computational time for resolutions 1, …, K − 1 for the SRS and the fastSRS.