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. Author manuscript; available in PMC: 2015 Sep 1.
Published in final edited form as: Biometrics. 2014 Mar 3;70(3):579–587. doi: 10.1111/biom.12163

Table 1.

Simulation results for gamma frailty: AVG, average number of events per subject; SD, sample standard deviation; SE, mean of estimated standard errors; CP, empirical coverage probability of 95% Wald-type confidence interval; RE, relative efficiency of NPMLE compared with GehanR.

NPMLE GehanR
AVG σ2 Bias SD β Bias SD SE CP(%) Bias SD RE
Λ0(t)=log(t + 1)
2 2 −0.117 .454 −1 0.096 .502 .482 92.6 0.087 .689 1.884
1 −0.063 .435 .427 95.4 −0.026 .582 1.790
4 2 −0.056 .358 −1 0.015 .437 .435 93.8 0.137 1.033 5.588
1 0.008 .388 .388 96.2 −0.070 .907 5.465
2 1 0.006 .217 −1 0.042 .465 .463 96.0 0.001 .514 1.222
1 −0.036 .392 .414 94.6 −0.025 .450 1.318
4 1 0.002 .191 −1 −0.004 .410 .419 94.6 0.011 .766 3.491
1 −0.007 .351 .376 96.2 −0.031 .685 3.809
2 0.5 0.087 .150 −1 0.028 .413 .435 94.6 0.017 .454 1.208
1 −0.025 .359 .386 96.0 −0.031 .380 1.120
4 0.5 0.022 .107 −1 0.023 .383 .401 95.6 0.040 .649 2.871
1 −0.016 .351 .358 94.8 −0.064 .547 2.429

Λ0(t)=−log{1 − Φ(log t)}
2 2 −0.031 .495 −1 0.085 .321 .336 95.8 0.025 .390 1.476
1 −0.090 .293 .301 95.0 −0.011 .343 1.370
4 2 −0.025 .399 −1 0.066 .365 .402 95.4 0.049 .470 1.658
1 −0.038 .330 .349 94.8 −0.007 .405 1.506
2 1 0.051 .242 −1 0.024 .279 .305 96.0 −0.002 .308 1.219
1 −0.031 .246 .276 96.0 −0.007 .276 1.259
4 1 0.013 .201 −1 0.057 .263 .268 95.2 0.007 .336 1.632
1 −0.037 .237 .242 94.2 −0.009 .304 1.645
2 0.5 0.093 .158 −1 −0.006 .253 .275 96.2 −0.000 .268 1.122
1 −0.004 .237 .248 95.6 −0.016 .227 0.917
4 0.5 0.023 .117 −1 −0.003 .248 .241 94.6 −0.012 .293 1.396
1 −0.011 .209 .215 94.2 −0.010 .240 1.319