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. Author manuscript; available in PMC: 2017 Mar 15.
Published in final edited form as: Biometrics. 2016 Mar 21;72(4):1017–1025. doi: 10.1111/biom.12511

Table 2.

Empirical size and power for different methods, under various sample size, number of predictors, and correlation among predictors, with binary outcome.

size nonlinear linear

method n=500 n=1000 n=500 n=1000 n=500 n=1000
=0.2 p=5 Wald 0.046 0.053 0.217 0.440 0.549 0.891
kL 0.046 0.051 0.258 0.467 0.615 0.895
kQ 0.047 0.052 0.573 0.936 0.631 0.904
kG 0.051 0.051 0.560 0.943 0.615 0.894
Omnibus 0.051 0.052 0.587 0.952 0.628 0.906

p=20 Wald 0.025 0.033 0.095 0.209 0.220 0.590
kL 0.050 0.053 0.224 0.361 0.481 0.787
kQ 0.048 0.049 0.500 0.768 0.444 0.786
kG 0.051 0.055 0.338 0.576 0.486 0.796
Omnibus 0.050 0.049 0.430 0.722 0.458 0.791

=0.5 p=5 Wald 0.045 0.055 0.542 0.889 0.622 0.936
kL 0.053 0.051 0.784 0.966 0.683 0.931
kQ 0.056 0.053 0.933 1.000 0.645 0.911
kG 0.055 0.054 0.856 0.997 0.714 0.944
Omnibus 0.057 0.052 0.910 0.999 0.693 0.935

p=20 Wald 0.027 0.035 0.228 0.595 0.229 0.666
kL 0.050 0.052 0.720 0.951 0.608 0.883
kQ 0.053 0.055 0.813 0.985 0.561 0.851
kG 0.050 0.052 0.731 0.960 0.634 0.906
Omnibus 0.051 0.053 0.793 0.982 0.599 0.882