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. Author manuscript; available in PMC: 2015 Sep 4.
Published in final edited form as: J Comput Graph Stat. 2014 May 16;24(2):416–438. doi: 10.1080/10618600.2014.907094

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)