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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 3.

Average runtime (seconds) comparison between OEM and CD implemented in ncvreg and sparsenet for MCP when n is larger than p

p n OEM CD sparsenet

ρ = 0 ρ = 0.2 ρ = 0.8 ρ = 0 ρ = 0.2 ρ = 0.8 ρ = 0 ρ = 0.2 ρ = 0.8
20 400 0.0015 0.0014 0.0024 0.0219 0.0225 0.0245 0.0054 0.0052 0.0054
1000 0.0013 0.0014 0.0025 0.0539 0.0497 0.0539 0.0084 0.0085 0.0092
2000 0.0013 0.0014 0.0025 0.0671 0.0929 0.1139 0.0143 0.0144 0.0165

50 1000 0.0033 0.0034 0.0082 0.1522 0.1548 0.1840 0.0178 0.0175 0.0201
2500 0.0035 0.0037 0.0073 0.3397 0.3267 0.4330 0.0381 0.0382 0.0467
5000 0.0043 0.0046 0.0083 0.6245 0.6328 0.9002 0.0748 0.0731 0.0888

100 2000 0.0099 0.0108 0.0229 0.8130 0.8037 0.9536 0.0629 0.0622 0.067
5000 0.0124 0.0126 0.0232 1.7770 1.9665 2.4915 0.1437 0.1424 0.1594
10000 0.0180 0.0181 0.0303 3.6344 3.8181 4.7047 0.2867 0.2754 0.3136