Table 1 Classification prediction results of the simulation
S | \(\rho\) | Lasso (%) | M-Lasso (%) | EN (%) | M-EN (%) | HLR (%) | M-HLR (%) | SGL (%) | Meta-Lasso (%) | DSL (%) | DA-DSL-\({\mathrm{L}}_{2}\) (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|
Accuracy | |||||||||||
1 | 0.3 | 72.85 | 80.30 | 76.65 | 80.13 | 74.32 | 80.18 | 82.03 | 82.17 | 81.39 | 84.19 |
0.6 | 57.32 | 74.89 | 59.47 | 77.47 | 56.30 | 80.41 | 81.52 | 80.54 | 79.88 | 80.83 | |
0.9 | 58.18 | 74.55 | 58.62 | 75.10 | 60.88 | 76.19 | 79.50 | 79.60 | 82.00 | 85.68 | |
2 | 0.3 | 51.73 | 71.55 | 55.26 | 71.53 | 56.60 | 70.95 | 75.79 | 76.34 | 75.52 | 76.37 |
0.6 | 54.80 | 71.71 | 59.73 | 72.10 | 56.94 | 72.39 | 76.58 | 73.19 | 75.41 | 77.56 | |
0.9 | 55.96 | 71.19 | 60.30 | 74.70 | 53.12 | 72.67 | 77.01 | 75.80 | 77.03 | 78.63 | |
3 | 0.3 | 59.08 | 69.29 | 61.22 | 69.10 | 59.44 | 68.48 | 72.34 | 70.59 | 74.77 | 75.19 |
0.6 | 60.01 | 75.04 | 63.02 | 73.27 | 63.67 | 71.79 | 74.55 | 75.02 | 75.35 | 79.22 | |
0.9 | 67.02 | 70.06 | 70.05 | 69.63 | 68.86 | 71.99 | 74.69 | 72.68 | 73.01 | 75.70 | |
4 | 0.3 | 81.70 | 84.00 | 83.58 | 83.46 | 80.22 | 82.02 | 85.33 | 83.51 | 85.88 | 87.58 |
0.6 | 50.01 | 71.38 | 53.99 | 72.96 | 66.21 | 73.34 | 74.74 | 72.96 | 74.62 | 76.91 | |
0.9 | 61.07 | 70.32 | 65.95 | 71.27 | 64.97 | 74.89 | 80.83 | 78.71 | 79.35 | 83.50 | |