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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 2.

The averages of the sensitivities and specificities (in parentheses) for Example 2.

(p, ρ) σ2 SRP EN LASSO Ridge SPLS SCAD MCP
(100, 0.5) 1 0.99(0.82) 0.99(0.76) 0.99(0.74) 1(0) 0.99(0.90) 0.60(0.89) 0.51(0.90)
5 0.98(0.80) 0.98(0.73) 0.97(0.65) 1(0) 0.90(0.84) 0.48(0.84) 0.41(0.89)
10 0.95(0.86) 0.96(0.80) 0.93(0.62) 1(0) 0.86(0.87) 0.44(0.85) 0.36(0.91)
(100, 0.95) 1 0.99(0.89) 0.99(0.90) 0.98(0.93) 1(0) 0.94(0.73) 0.38(0.96) 0.36(0.96)
5 0.96(0.87) 0.96(0.87) 0.85(0.90) 1(0) 0.95(0.73) 0.35(0.94) 0.32(0.96)
10 0.95(0.87) 0.92(0.85) 0.75(0.88) 1(0) 0.96(0.77) 0.33(0.95) 0.30(0.96)
(300, 0.5) 1 0.96(0.92) 0.97(0.89) 0.97(0.89) 1(0) 0.82(0.94) 0.63(0.97) 0.45(0.99)
5 0.91(0.91) 0.90(0.89) 0.89(0.87) 1(0) 0.75(0.94) 0.58(0.96) 0.42(0.99)
10 0.83(0.91) 0.85(0.88) 0.82(0.86) 1(0) 0.70(0.94) 0.53(0.96) 0.36(0.98)
(300, 0.95) 1 0.99(0.96) 0.99(0.96) 0.97(0.97) 1(0) 0.94(0.93) 0.31(0.98) 0.27(0.99)
5 0.95(0.96) 0.94(0.95) 0.84(0.94) 1(0) 0.93(0.93) 0.30(0.98) 0.26(0.99)
10 0.96(0.96) 0.92(0.94) 0.74(0.93) 1(0) 0.95(0.94) 0.27(0.97) 0.23(0.99)