Research Article
Group Feature Screening Based on Information Gain Ratio for Ultrahigh-Dimensional Data
Table 7
Simulation results for Model 5.
| p | Feature screening Methods (note: running time in seconds) | GIGR-SIS | IG-SIS | GIG-SIS | gSIS | gHOLP |
| 1500 | 3.354 | 2.930 | 3.383 | 1.519 | 1.601 | 2500 | 5.673 | 4.901 | 5.691 | 2.535 | 2.670 | 3500 | 7.974 | 6.952 | 8.029 | 3.551 | 3.754 | 4500 | 10.320 | 8.927 | 10.400 | 4.573 | 4.816 | 5500 | 12.726 | 10.931 | 12.809 | 5.607 | 5.925 | 6500 | 15.075 | 12.860 | 15.186 | 6.625 | 7.007 | 7500 | 17.636 | 14.915 | 17.761 | 7.662 | 8.093 | 8500 | 19.533 | 16.544 | 19.660 | 8.556 | 9.038 | 9500 | 21.837 | 18.512 | 21.972 | 9.588 | 10.115 | 10500 | 24.242 | 20.580 | 24.404 | 10.649 | 11.269 |
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