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. Author manuscript; available in PMC: 2017 Oct 18.
Published in final edited form as: J Am Stat Assoc. 2016 Oct 18;111(515):1075–1095. doi: 10.1080/01621459.2016.1164052

Table 4.

Estimated percent bias and coverage probability for β1 and θ for six analyses described in Section 5.2, across six simulation scenarios given in Table 3. Throughout values are based on results from R=500 simulated datasets.

Percent Bias Coverage Probability


Scenario True
value
Weibull
-MVN
Weibull
-DPM
Weibull
-SF
PEM
-MVN
PEM
-DPM
Spline
-SF
Weibull
-MVN
Weibull
-DPM
Weibull
-SF
PEM
-MVN
PEM
-DPM
Spline
-SF
1 β11 0.50 0.1 0.2 −19.8 0.4 0.4 −21.0 0.96 0.96 0.01 0.95 0.96 0.00
β12 0.80 0.2 0.3 −19.7 0.5 0.4 −21.0 0.95 0.95 0.00 0.96 0.97 0.00
β13 −0.50 0.3 0.3 −19.8 0.3 0.3 −21.2 0.97 0.96 0.31 0.96 0.96 0.25
θ 0.50 1.0 1.3 1.4 1.2 0.95 0.95 0.93 0.94

2 β11 0.50 −0.1 −0.0 −31.8 0.1 0.1 −32.8 0.94 0.94 0.00 0.94 0.93 0.00
β12 0.80 0.1 0.2 −31.7 0.4 0.3 −32.7 0.97 0.97 0.00 0.94 0.95 0.00
β13 −0.50 1.2 1.3 −31.1 1.1 1.1 −32.2 0.94 0.95 0.05 0.94 0.94 0.04
θ 1.00 0.4 0.7 0.7 0.6 0.94 0.95 0.94 0.95

3 β11 0.50 0.3 0.3 −19.9 0.7 0.7 −21.0 0.94 0.94 0.00 0.93 0.94 0.00
β12 0.80 0.4 0.4 −19.8 0.8 0.8 −20.9 0.94 0.94 0.00 0.94 0.94 0.00
β13 −0.50 0.4 0.3 −20.1 0.5 0.6 −21.2 0.96 0.96 0.31 0.95 0.96 0.27
θ 0.50 2.0 2.1 3.2 3.2 0.96 0.96 0.93 0.95

4 β11 0.50 3.7 3.7 0.2 4.7 4.6 0.3 0.87 0.86 0.96 0.81 0.83 0.96
β12 0.80 3.6 3.6 −0.0 4.5 4.5 0.1 0.80 0.79 0.95 0.69 0.70 0.95
β13 −0.50 4.0 4.0 0.2 4.8 4.7 0.2 0.93 0.94 0.94 0.93 0.93 0.93
θ 0.00

5 β11 0.50 −0.3 0.1 −20.3 0.0 0.3 −21.1 0.94 0.95 0.00 0.96 0.96 0.00
β12 0.80 0.0 0.3 −20.0 0.3 0.6 −20.9 0.95 0.95 0.00 0.96 0.96 0.00
β13 −0.50 −0.2 0.2 −20.4 −0.2 0.2 −21.3 0.94 0.94 0.29 0.94 0.94 0.25
θ 0.50 −0.2 1.0 0.4 1.3 0.95 0.95 0.95 0.96

6 β11 0.50 9.3 9.4 −22.1 0.4 0.3 −25.9 0.58 0.57 0.00 0.94 0.94 0.00
β12 0.80 9.7 9.8 −22.0 0.5 0.5 −25.8 0.20 0.20 0.00 0.94 0.95 0.00
β13 −0.50 10.2 10.2 −21.6 0.8 0.7 −26.1 0.81 0.80 0.21 0.93 0.94 0.10
θ 0.50 52.8 53.0 1.8 1.7 0.00 0.00 0.95 0.96