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. Author manuscript; available in PMC: 2016 Aug 5.
Published in final edited form as: J Am Stat Assoc. 2016 May 5;111(513):275–287. doi: 10.1080/01621459.2015.1005212

Table 2.

Computation time (in seconds) comparison for FANS, SVM, ROAD and penGAM. The parallel computing technique is applied. Standard errors are in the parentheses.

Ex(ρ) FANS FANS(para) SVM ROAD penGAM
1(0) 12.0(2.6) 3.8(0.2) 59.4(12.8) 99.1(98.2) 243.7(151.8)
1(0.5) 12.7(2.1) 3.5(0.2) 81.3(19.2) 100.7(89.3) 325.8(194.3)
2(0.5) 16.0(3.1) 4.0(0.2) 77.6(18.1) 106.8(90.7) 978.0(685.7)
2(0.9) 22.0(4.6) 4.5(0.3) 75.7(17.8) 98.3(83.9) 3451.1(3040.2)
3(0) 12.1(2.1) 3.4(0.2) 152.1(27.4) 96.3(68.8) 254.6(130.0)
3(0.5) 11.9(2.0) 3.4(0.2) 342.1(58.0) 95.9(74.8) 298.7(167.4)
4 22.4(3.9) 6.6(0.4) 264.3(45.0) 75.1(54.0) 4811.9(3991.7)