Table 3.
The averages of the sensitivities and specificities (in parentheses) for Example 3.
| (p, ρ) | σ2 | SRP | EN | LASSO | Ridge | SPLS | SCAD | MCP |
|---|---|---|---|---|---|---|---|---|
| (100, 0.5) | 1 | 0.99(0.70) | 0.99(0.65) | 0.96(0.75) | 1(0) | 0.97(0.22) | 0.71(0.87) | 0.57(0.88) |
| 10 | 0.93(0.80) | 0.93(0.73) | 0.85(0.65) | 1(0) | 0.97(0.12) | 0.62(0.87) | 0.50(0.89) | |
| 20 | 0.89(0.57) | 0.89(0.57) | 0.74(0.70) | 1(0) | 0.94(0.15) | 0.59(0.86) | 0.43(0.90) | |
| (100, 0.9) | 1 | 0.99(0.89) | 0.99(0.90) | 0.98(0.93) | 1(0) | 0.94(0.73) | 0.47(0.90) | 0.17(0.97) |
| 10 | 0.96(0.87) | 0.96(0.87) | 0.85(0.90) | 1(0) | 0.95(0.73) | 0.24(0.93) | 0.15(0.97) | |
| 20 | 0.95(0.87) | 0.92(0.85) | 0.75(0.88) | 1(0) | 0.96(0.77) | 0.13(0.95) | 0.15(0.97) | |
| (300, 0.5) | 1 | 0.86(0.75) | 0.88(0.68) | 0.62(0.87) | 1(0) | 0.93(0.18) | 0.42(0.93) | 0.22(0.96) |
| 10 | 0.75(0.75) | 0.79(0.73) | 0.58(0.87) | 1(0) | 0.9(0.21) | 0.37(0.93) | 0.19(0.96) | |
| 20 | 0.68(0.74) | 0.71(0.74) | 0.51(0.87) | 1(0) | 0.91(0.19) | 0.35(0.92) | 0.16(0.97) | |
| (300, 0.9) | 1 | 0.87(0.66) | 0.95(0.46) | 0.57(0.86) | 1(0) | 1(0) | 0.32(0.94) | 0.10(0.99) |
| 10 | 0.78(0.51) | 0.75(0.65) | 0.41(0.89) | 1(0) | 1(0) | 0.17(0.96) | 0.08(0.98) | |
| 20 | 0.74(0.45) | 0.61(0.71) | 0.27(0.90) | 1(0) | 1(0) | 0.11(0.97) | 0.08(0.98) |