Table 5.
Performance Evaluation for Lung Cancer Data in Example 2
| Method | Training Error(%) | Testing Error(%) | No. of Selected Genes |
|---|---|---|---|
| NSC | 0.87(0.90) | 1.86(1.91) | 17.52(11.36) |
| FAIR | 3.07(1.32) | 3.51(1.93) | 13.72(7.37) |
| PenLDA | 0.88(0.92) | 1.95(1.97) | 18.95(18.14) |
| SDA | 0.00(0.00) | 1.42(1.21) | 39.83(2.84) |
| PSIS | 0.06(0.24) | 2.14(1.57) | 26.49(6.85) |
| DCSIS | 0.08(0.27) | 2.63(2.30) | 15.54(12.53) |
| MVSIS1 | 0.15(0.44) | 1.77(1.91) | 11.99(9.53) |
| MVSIS2 | 0.20(0.40) | 1.41(1.10) | 11.74(6.71) |