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. Author manuscript; available in PMC: 2016 Oct 1.
Published in final edited form as: J Appl Stat. 2015 Mar 18;42(10):2203–2219. doi: 10.1080/02664763.2015.1023270

Table 1.

GEE and ZIB-ES estimates of parameters, empirical standard error (Emp. SE), and asymptotical standard errors (Asym. SE) under complete data from 1000 MC simulations.

m Sample
Size
Parameter GEE Est. ZIB-ES Est.


Mean(Emp., Asym.) Mean(Emp., Asym.)
7 50 βu −1.244 (0.354, 0.350) −1.245 (0.355, 0.366)
βυ0 −0.103 (0.129, 0.131) −0.104 (0.129, 0.128)
βυ1 −0.302 (0.101, 0.101) −0.303 (0.102, 0.099)

200 βu −1.210 (0.177, 0.175) −1.210 (0.175, 0.177)
βυ0 −0.101 (0.065, 0.063) −0.101 (0.063, 0.064)
βυ1 −0.300 (0.050, 0.050) −0.301 (0.051, 0.049)

1000 βu −1.200 (0.079, 0.079) −1.200 (0.079, 0.079)
βυ0 −0.099 (0.027, 0.029) −0.099 (0.027, 0.029)
βυ1 −0.301 (0.022, 0.022) −0.301 (0.022, 0.022)

15 50 βu −1.235 (0.335, 0.335) −1.235 (0.335, 0.344)
βυ0 −0.101 (0.082, 0.085) −0.101 (0.082, 0.083)
βυ1 −0.301 (0.066, 0.063) −0.301 (0.063, 0.061)

200 βu −1.208 (0.167, 0.168) −1.208 (0.167, 0.169)
βυ0 −0.100 (0.042, 0.042) −0.100 (0.042, 0.042)
βυ1 −0.300 (0.031, 0.032) −0.300 (0.032, 0.031)

1000 βu −1.201 (0.076, 0.075) −1.201 (0.076, 0.075)
βυ0 −0.099 (0.019, 0.019) −0.099 (0.019, 0.019)
βυ1 −0.301 (0.014, 0.014) −0.301 (0.014, 0.014)

30 50 βu −1.234 (0.334, 0.334) −1.234 (0.334, 0.343)
βυ0 −0.101 (0.058, 0.061) −0.101 (0.058, 0.058)
βυ1 −0.300 (0.044, 0.045) −0.300 (0.044, 0.43)

200 βu −1.208 (0.167, 0.167) −1.208 (0.167, 0.169)
βυ0 −0.100 (0.030, 0.030) −0.100 (0.030, 0.030)
βυ1 −0.300 (0.022, 0.022) −0.300 (0.022, 0.022)

1000 βu −1.201 (0.076, 0.075) −1.201 (0.076, 0.075)
βυ0 −0.099 (0.013, 0.013) −0.099 (0.013, 0.013)
βυ1 −0.301 (0.010, 0.010) −0.301 (0.010, 0.010)

Simulation summary for GEE and ZIB-ES under complete data λ = 0.001, βu = −1.2, βυ0 = −0.1, βυ1 = −0.3