Table 1.
The averages of the sensitivities and specificities (in parentheses) for Example 1.
| (p, (σX)2) | σ2 | SRP | EN | LASSO | Ridge | SPLS | SCAD | MCP |
|---|---|---|---|---|---|---|---|---|
| (100, 1) | 1 | 1(0.89) | 1(0.90) | 1(0.90) | 1(0) | 1(0.96) | 0.86(0.93) | 0.72(0.96) |
| 5 | 1(0.87) | 1(0.82) | 1(0.76) | 1(0) | 0.99(0.96) | 0.83(0.91) | 0.66(0.95) | |
| 10 | 0.99(0.86) | 0.99(0.81) | 0.99(0.71) | 1(0) | 0.99(0.95) | 0.77(0.89) | 0.60(0.95) | |
| (100, 2) | 1 | 1(0.89) | 1(0.89) | 1(0.90) | 1(0) | 1(0.95) | 0.94(0.95) | 0.85(0.96) |
| 5 | 1(0.85) | 1(0.78) | 1(0.75) | 1(0) | 1(0.94) | 0.93(0.95) | 0.85(0.96) | |
| 10 | 1(0.85) | 1(0.78) | 1(0.71) | 1(0) | 0.99(0.95) | 0.91(0.94) | 0.80(0.96) | |
| (300, 1) | 1 | 0.99(0.95) | 0.99(0.95) | 0.99(0.95) | 1(0) | 0.98(0.98) | 0.59(0.96) | 0.40(0.99) |
| 5 | 1(0.94) | 1(0.92) | 1(0.91) | 1(0) | 0.97(0.97) | 0.61(0.96) | 0.38(0.99) | |
| 10 | 0.99(0.93) | 0.99(0.91) | 0.99(0.89) | 1(0) | 0.95(0.97) | 0.60(0.97) | 0.37(0.99) | |
| (300, 2) | 1 | 1(0.95) | 1(0.94) | 1(0.94) | 1(0) | 0.96(0.95) | 0.65(0.97) | 0.41(0.99) |
| 5 | 0.99(0.93) | 0.99(0.91) | 0.99(0.90) | 1(0) | 0.94(0.95) | 0.68(0.97) | 0.44(0.99) | |
| 10 | 0.99(0.92) | 0.99(0.90) | 0.99(0.89) | 1(0) | 0.93(0.95) | 0.66(0.97) | 0.43(0.99) | |
| (500, 1) | 1 | 0.99(0.96) | 0.99(0.96) | 0.99(0.96) | 1(0) | 0.93(0.98) | 0.59(0.98) | 0.31(0.99) |
| 5 | 0.99(0.95) | 0.99(0.94) | 0.99(0.94) | 1(0) | 0.94(0.98) | 0.58(0.98) | 0.32(0.99) | |
| 10 | 0.99(0.96) | 0.99(0.94) | 0.98(0.93) | 1(0) | 0.93(0.98) | 0.58(0.98) | 0.32(0.99) | |
| (500, 2) | 1 | 0.97(0.96) | 0.97(0.95) | 0.97(0.95) | 1(0) | 0.88(0.96) | 0.58(0.98) | 0.29(0.99) |
| 5 | 0.97(0.95) | 0.97(0.94) | 0.97(0.94) | 1(0) | 0.86(0.96) | 0.57(0.98) | 0.31(0.99) | |
| 10 | 0.96(0.94) | 0.97(0.93) | 0.96(0.93) | 1(0) | 0.86(0.97) | 0.61(0.98) | 0.31(0.99) |