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. Author manuscript; available in PMC: 2015 Jan 6.
Published in final edited form as: Ann Stat. 2014 May 20;42(2):413–468. doi: 10.1214/13-AOS1175

TABLE 2.

Simulation results for the first predictor to enter for a global null true model. We vary the number of predictors p, correlation parameter ρ and structure of the predictor correlation matrix. Shown are the mean, variance and tail probability P(T1>q0.95) of the covariance statistic T1, where q0.95 is the 95% quantile of the Exp(1) distribution, computed over 500 simulated data sets for each setup. Standard errors are given by “se.” (The panel in the bottom left corner is missing because the equal data correlation setup is not defined for p > n.)

Equal data corr
Equal pop’n corr
AR(1)
Block diagonal
ρ Mean Var Tail pr Mean Var Tail pr Mean Var Tail pr Mean Var Tail pr
n = 100, p = 10
0 0.966 1.157 0.062 1.120 1.951 0.090 1.017 1.484 0.070 1.058 1.548 0.060
0.2 0.972 1.178 0.066 1.119 1.844 0.086 1.034 1.497 0.074 1.069 1.614 0.078
0.4 0.963 1.219 0.060 1.115 1.724 0.092 1.045 1.469 0.060 1.077 1.701 0.076
0.6 0.960 1.265 0.070 1.095 1.648 0.086 1.048 1.485 0.066 1.074 1.719 0.086
0.8 0.958 1.367 0.060 1.062 1.624 0.092 1.034 1.471 0.062 1.062 1.687 0.072
se 0.007 0.015 0.001 0.010 0.049 0.001 0.013 0.043 0.001 0.010 0.047 0.001
n = 100, p = 50
0 0.929 1.058 0.048 1.078 1.721 0.074 1.039 1.415 0.070 0.999 1.578 0.048
0.2 0.920 1.032 0.038 1.090 1.476 0.074 0.998 1.391 0.054 1.064 2.062 0.052
0.4 0.928 1.033 0.040 1.079 1.382 0.068 0.985 1.373 0.060 1.076 2.168 0.062
0.6 0.950 1.058 0.050 1.057 1.312 0.060 0.978 1.425 0.054 1.060 2.138 0.060
0.8 0.982 1.157 0.056 1.035 1.346 0.056 0.973 1.439 0.060 1.046 2.066 0.068
se 0.010 0.030 0.001 0.011 0.037 0.001 0.009 0.041 0.001 0.011 0.103 0.001
n = 100, p = 200
0 1.004 1.017 0.054 1.029 1.240 0.062 0.930 1.166 0.042
0.2 0.996 1.164 0.052 1.000 1.182 0.062 0.927 1.185 0.046
0.4 1.003 1.262 0.058 0.984 1.016 0.058 0.935 1.193 0.048
0.6 1.007 1.327 0.062 0.954 1.000 0.050 0.915 1.231 0.044
0.8 0.989 1.264 0.066 0.961 1.135 0.060 0.914 1.258 0.056
se 0.008 0.039 0.001 0.009 0.028 0.001 0.007 0.032 0.001