Table 2 Gene selection results of the simulation
S | \(\rho\) | Lasso (%) | M-Lasso (%) | EN (%) | M-EN (%) | HLR (%) | M-HLR (%) | SGL (%) | Meta-Lasso (%) | DSL (%) | DA-DSL-\({\mathrm{L}}_{2}\) (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|
Youden’s index | |||||||||||
1 | 0.3 | 60.52 | 92.63 | 83.31 | 95.88 | 90.18 | 91.31 | 94.58 | 93.27 | 94.78 | 96.79 |
0.6 | 46.08 | 87.90 | 47.51 | 88.58 | 42.34 | 78.99 | 86.74 | 85.71 | 86.71 | 92.32 | |
0.9 | 41.02 | 66.80 | 49.60 | 83.26 | 44.34 | 86.34 | 73.84 | 74.52 | 72.65 | 91.29 | |
2 | 0.3 | 43.56 | 80.44 | 45.43 | 83.02 | 48.95 | 84.72 | 83.51 | 84.41 | 83.21 | 85.89 |
0.6 | 42.08 | 76.38 | 42.53 | 80.82 | 48.25 | 82.10 | 82.16 | 80.38 | 78.18 | 84.15 | |
0.9 | 41.98 | 66.31 | 41.88 | 66.41 | 40.75 | 67.70 | 63.43 | 65.91 | 65.09 | 69.78 | |
3 | 0.3 | 43.37 | 72.97 | 43.27 | 73.13 | 42.83 | 69.66 | 76.80 | 76.52 | 78.74 | 84.42 |
0.6 | 49.46 | 63.47 | 56.72 | 81.46 | 44.80 | 80.11 | 73.59 | 71.15 | 72.12 | 82.37 | |
0.9 | 38.66 | 57.47 | 42.25 | 75.52 | 39.08 | 75.53 | 63.72 | 62.60 | 61.57 | 80.08 | |
4 | 0.3 | 46.50 | 50.39 | 50.24 | 51.63 | 47.31 | 50.42 | 59.81 | 57.50 | 56.23 | 68.74 |
0.6 | 43.53 | 70.93 | 43.48 | 80.29 | 41.03 | 79.17 | 76.26 | 77.00 | 79.76 | 86.17 | |
0.9 | 43.58 | 56.48 | 45.82 | 73.03 | 43.73 | 75.92 | 65.62 | 70.76 | 72.93 | 79.78 | |