Table 2 Average Youden index for classifiers applied to simulated test data
From: Elastic SCAD as a novel penalization method for SVM classification tasks in high-dimensional data
FS method | r = 10 | r = 50 | r = 100 | r = 200 |
|---|---|---|---|---|
L1 SVM | 0.81(0.11) | 0.59 (0.12) | 0.32(0.16) | 0.14(0.10) |
SCAD SVM | 0.96 (0.06) | 0.65 (0.12) | 0.28(0.12) | 0.16 (0.07) |
Elastic Net SVM | 0.95 (0.04) | 0.71 (0.09) | 0.48 (0.07) | 0.27 (0.05) |
Elastic SCAD SVM | 0.92 (0.11) | 0.67 (0.13) | 0.42 (0.09) | 0.27 (0.06) |