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. Author manuscript; available in PMC: 2017 Oct 1.
Published in final edited form as: Stat Biosci. 2015 Sep 22;8(2):181–203. doi: 10.1007/s12561-015-9136-6

Table 2.

Simulation 2. Contamination of datasets. Average estimates (standard deviation, standard error; β95% CI coverage) for generalized estimating equations (GEE), Poisson mixed effect (PME), negative binomial mixed effect (NBME), and marginalized zero-altered Poisson (MZAP) models. 500 replications.

y* Model βexp = 0.29 σ2 = 0.10

y+0 GEE 0.13 (0.15, 0.19; 0.92)
PME 0.14 (0.15, 0.19; 0.93) 0.18 (0.08, 0.07)
NBME 0.13 (0.15, 0.18; 0.93) 0.03 (0.05, 0.09)
MZAP 0.15 (0.13, 0.16; 0.98) 0.07 (0.04, 0.05)

y+20 GEE 0.22 (0.14, 0.21; 0.99)
PME 0.21 (0.15, 0.21; 0.99) 0.23 (0.08, 0.09)
NBME 0.24 (0.15, 0.21; 0.99) 0.07 (0.07, 0.08)
MZAP 0.24 (0.12, 0.18; 0.98) 0.13 (0.05, 0.06)

y+40 GEE 0.31 (0.14, 0.25; 1.00)
PME 0.25 (0.15, 0.22; 1.00) 0.29 (0.08, 0.12)
NBME 0.29 (0.15, 0.23; 1.00) 0.14 (0.07, 0.09)
MZAP 0.29 (0.12, 0.21; 0.98) 0.20 (0.06, 0.08)

y+60 GEE 0.40 (0.13, 0.29; 1.00)
PME 0.27 (0.15, 0.24; 1.00) 0.34 (0.08, 0.15)
NBME 0.32 (0.15, 0.25; 1.00) 0.20 (0.07, 0.11)
MZAP 0.30 (0.13, 0.23; 0.98) 0.26 (0.06, 0.09)

y+80 GEE 0.48 (0.13, 0.34; 1.00)
PME 0.29 (0.15, 0.25; 1.00) 0.39 (0.09, 0.18)
NBME 0.34 (0.15, 0.26; 1.00) 0.24 (0.07, 0.13)
MZAP 0.29 (0.13, 0.24; 0.99) 0.31 (0.07, 0.11)

y+100 GEE 0.55 (0.13, 0.38; 1.00)
PME 0.30 (0.15, 0.26; 1.00) 0.42 (0.09, 0.20)
NBME 0.35 (0.15, 0.27; 1.00) 0.28 (0.07, 0.15)
MZAP 0.26 (0.15, 0.25; 0.99) 0.35 (0.07, 0.11)