Table 1 Mean misclassification rate of feature selection methods 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 |
|---|---|---|---|---|
L2 SVM | 34.8(2.2) | 33.1(2.0) | 33.3 (2.1) | 32.8 (1.9) |
L1 SVM | 28.3(2.8) | 28.6 (3.0) | 32.4 (2.2) | 32.9 (2.1) |
SCAD SVM | 18.0 (2.2) | 27.2 (4.4) | 35.3 (3.4) | 34.7 (4.1) |
Elastic Net SVM | 19.4 (2.0) | 24.7 (3.0) | 31.3 (2.3) | 33.1 (2.7) |
Elastic SCAD SVM | 20.8 (4.5) | 26.8 (4.2) | 33.1 (2.7) | 34.2 (4.1) |