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. Author manuscript; available in PMC: 2018 Jun 5.
Published in final edited form as: J Am Stat Assoc. 2017 May 3;112(517):254–265. doi: 10.1080/01621459.2015.1130634

Table 1.

Expression data with p = 172 or 10, 172 genes. p¯: mean (MOM, iMOM, BP, HG) or selected number of predictors (SCAD, LASSO, ALASSO). R2 coefficient is between (yi, ŷi) (leave-one-out cross-validation). CPU time on Linux OpenSUSE 13.1, 64 bits, 2.6GHz processor, 31.4Gb RAM for 1,000 Gibbs iterations (MOM,iMOM,BP) or 3×106 model updates (HG)

p = 172 p = 10, 172
p¯
R2
p¯
R2 CPU time
MOM 4.3 0.566 6.5 0.617 1m 52s
iMOM 5.3 0.560 10.3 0.620 59m
BP 4.2 0.562 3.0 0.586 1m 23s
HG 11.3 0.562 26.4 0.522 11m 49s
SCAD 29 0.565 81 0.535 16.7s
LASSO 42 0.586 159 0.570 23.7s
ALASSO 24 0.569 10 0.536 2m 49s