Table 4 Discrimination results from all methods
Method | Training error | Test-1 accuracy (%) | Test-2 accuracy (%) | No. of selected genes | Convergence time (s) |
|---|---|---|---|---|---|
Lasso | 5.09% (0.002) | 89.35 | 84.12 | 176 | 11.09 |
Elastic Net | 4.68% (0.001) | 91.35 | 90.12 | 337 | 9.52 |
HLR | 4.57% (0.005) | 89.98 | 86.04 | 139 | 120.02 |
SGL | 4.42% (0.002) | 88.21 | 85.24 | 127 | 63.87 |
Meta-Lasso | 3.68% (0.001) | 91.21 | 90.24 | 53 | 70.12 |
DSL | 3.55% (0.000) | 92.72 | 90.88 | 46 | 33.87 |
DA-DSL-L2 | 2.23% (0.002) | 94.98 | 92.16 | 59 | 428.65 |