Skip to main content
. Author manuscript; available in PMC: 2020 Sep 18.
Published in final edited form as: J Appl Stat. 2019 May 22;46(16):2862–2883. doi: 10.1080/02664763.2019.1620705

Table C2.

Simulation results under MZINB. Based on 1000 simulation replicates. Est=Avg of the estimates, Bias=median of the percentage bias; Asym.SE=Asymptotical standard error; Emp.SE = Empirical standard error; CP=Coverage Probability

Complete Incomplete
Marginalized Mean Comp. n Est Bias Asym. SE Emp. SE CP Est Bias Asy.SE Emp.SE CP
βv1 = −0.2 300 −0.202 0.100% 0.082 0.084 94.1% −0.199 −2.357% 0.084 0.086 93.4%
500 −0.199 −0.273% 0.064 0.065 94.4% −0.200 −0.746% 0.065 0.068 93.9%
1000 −0.200 −0.261% 0.046 0.045 95.2% −0.198 −1.328% 0.047 0.048 93.9%
βv2 = −0.4 300 −0.402 −0.556% 0.082 0.086 93.3% −0.400 −0.208% 0.084 0.091 92.7%
500 −0.399 −0.013% 0.065 0.066 94.1% −0.397 −0.538% 0.066 0.069 94.0%
1000 −0.400 0.372% 0.046 0.047 94.6% −0.399 0.112% 0.047 0.048 94.8%
Zero-Inflation Component
βv1 = −0.5 300 −0.499 −1.279% 0.094 0.107 88.6% −0.504 0.591% 0.097 0.107 91.0%
500 −0.501 −0.410% 0.075 0.084 89.4% −0.505 0.593% 0.079 0.086 90.7%
1000 −0.499 −0.894% 0.056 0.062 89.6% −0.501 0.095% 0.058 0.062 93.7%
βv1 = 0.3 300 0.303 −0.203% 0.091 0.101 91.9% 0.294 −3.365% 0.092 0.103 90.0%
500 0.300 −0.981% 0.071 0.077 92.9% 0.300 −1.319% 0.074 0.081 92.9%
1000 0.301 0.884% 0.053 0.052 95.0% 0.298 −1.853% 0.053 0.056 93.2%
Missing Component
ξ1 = 0.5 300 0.509 1.418% 0.112 0.116 94.9%
500 0.504 0.402% 0.086 0.085 95.3%
1000 0.500 −0.089% 0.060 0.060 95.1%
ξ2 = 1.5 300 1.562 1.683% 0.272 0.272 95.0%
500 1.558 1.065% 0.212 0.242 95.0%
1000 1.525 0.343% 0.143 0.158 95.7%