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. Author manuscript; available in PMC: 2016 Aug 4.
Published in final edited form as: Technometrics. 2016 Jul 8;58(3):285–293. doi: 10.1080/00401706.2015.1054436

Table 2.

Average runtime (seconds) comparison between OEM and glmnet for LASSO when np

p n OEM glmnet

ρ = 0 ρ = 0.2 ρ = 0.8 ρ = 0 ρ = 0.2 ρ = 0.8
200 1 × 104 0.06 0.06 0.09 0.25 0.25 0.25
1 × 105 0.46 0.46 0.49 2.81 2.81 2.80
1 × 106 4.49 4.50 4.57 28.21 28.33 28.52
1 × 107 45.86 45.77 46.34 325.25 325.57 330.37

1, 000 5 × 103 1.52 1.58 2.99 1.95 2.05 2.21
1 × 104 1.61 1.60 2.72 3.92 4.01 4.57
1 × 105 9.63 9.63 10.48 38.23 39.55 46.17
1 × 106 92.97 92.75 93.38 382.21 386.71 461.81