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% |