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. Author manuscript; available in PMC: 2011 May 17.
Published in final edited form as: J Mach Learn Res. 2009;10:2013–2038.

Table 1.

Logistic regression, Case 1

Van-SIS Var1-SIS Var2-SIS LASSO NSC

||ββ̂||1 1.1093 1.2495 1.2134 8.4821 N/A
||ββ^||22
0.4861 0.5237 0.5204 1.7029 N/A
Prop. incl. (I)SIS models 0.99 0.84 0.91 N/A N/A
Prop. incl. final models 0.99 0.84 0.91 1.00 0.34
Median final model size 6 6 6 94 3
2Q(β̂0, β̂) (training) 237.21 247.00 242.85 163.64 N/A
AIC 250.43 259.87 256.26 352.54 N/A
BIC 277.77 284.90 282.04 724.70 N/A
2Q(β̂0, β̂) (test) 271.81 273.08 272.91 318.52 N/A
0–1 test error 0.1421 0.1425 0.1426 0.1720 0.3595