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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 1.

Median test error (in percentage) for the simulation examples. Standard errors are in the parentheses.

Ex(ρ) FANS FANS2 ROAD PLR penGAM NB FAIR SVM
1(0) 6.8(1.1) 6.2(1.2) 6.0(1.3) 6.5(1.2) 6.6(1.1) 11.2(1.4) 5.7(1.0) 13.2(1.5)
1(0.5) 16.5(1.7) 16.2(1.8) 16.5(5.3) 15.9(1.7) 16.9(1.6) 20.6(1.7) 17.2(1.6) 22.5(1.8)
2(0.5) 4.2(0.9) 2.0(0.6) 2.0(0.6) 2.5(0.6) 3.7(0.9) 43.5(11.1) 25.3(1.6) 5.3(1.1)
2(0.9) 3.1(1.1) 0.0(0.0) 0.0(0.0) 0.0(0.0) 0.2(1.4) 46.8(8.8) 30.2(1.9) 0.0(0.1)
3(0) 0.0(0.0) 0.0(0.0) 49.6(2.4) 50.0(1.3) 0.0(0.1) 50.4(2.2) 50.2(2.1) 31.8(2.4)
3(0.5) 3.4(0.7) 3.4(0.7) 49.3(2.4) 50.0(1.3) 3.7(0.8) 50.0(2.1) 50.2(2.0) 19.8(2.4)
4 0.0(0.0) 0.0(0.0) 28.2(1.8) 50.0(10.7) 0.0(0.0) 41.0(1.1) 34.6(1.4) 0.0(0.0)