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. Author manuscript; available in PMC: 2024 Apr 18.
Published in final edited form as: J Am Stat Assoc. 2023 Apr 18;118(543):1538–1550. doi: 10.1080/01621459.2023.2195546

Table 1.

Simulation results for Models (M1) and (M2) when c{1,4,8} under both random and homogeneous pooling. The summary statistics for β1, β2, β3 include average bias (Bias), square root of mean squared error (RMSE), sample standard deviation (SSD) of the 500 posterior median estimates, the average of the 500 estimates of the posterior standard deviation (ESE), and empirical coverage probability of 95% credible intervals (CP95).

c=1 c=4 c=8
Model Parameter Summary Individual Random Homogeneous Random Homogeneous
M1 β1=0.5 Bias× 100 0.106 −0.062 0.204 −0.347 −0.072
RMSE(CP95) 0.055(0.951) 0.054(0.941) 0.029(0.948) 0.057(0.932) 0.022(0.934)
SSD(ESE) 0.055(0.056) 0.054(0.055) 0.029(0.029) 0.057(0.055) 0.022(0.021)
β2=0.5 Bias× 100 −0.030 −0.088 0.052 −0.677 −0.427
RMSE(CP95) 0.060(0.949) 0.053(0.943) 0.051(0.955) 0.050(0.956) 0.054(0.949)
SSD(ESE) 0.060(0.061) 0.053(0.054) 0.052(0.053) 0.049(0.052) 0.053(0.052)
β3=0.5 Bias× 100 0.172 0.167 0.023 −0.066 −0.112
RMSE(CP95) 0.059(0.936) 0.055(0.935) 0.028(0.959) 0.057(0.943) 0.021(0.932)
SSD(ESE) 0.059(0.056) 0.055(0.055) 0.028(0.029) 0.057(0.056) 0.021(0.021)
M2 β1=0.5 Bias× 100 0.206 −0.283 −0.005 −0.061 −0.044
RMSE(CP95) 0.056(0.946) 0.055(0.944) 0.028(0.958) 0.055(0.946) 0.021(0.948)
SSD(ESE) 0.056(0.056) 0.055(0.055) 0.028(0.029) 0.055(0.055) 0.021(0.021)
β2=0.5 Bias× 100 −0.066 −0.281 −0.229 −0.374 −0.387
RMSE(CP95) 0.059(0.964) 0.056(0.930) 0.054(0.941) 0.054(0.931) 0.052(0.943)
SSD(ESE) 0.059(0.061) 0.056(0.054) 0.054(0.053) 0.054(0.052) 0.052(0.052)
β3=0.5 Bias× 100 0.293 0.412 0.030 0.127 0.007
RMSE(CP95) 0.053(0.956) 0.055(0.939) 0.029(0.946) 0.055(0.946) 0.021(0.946)
SSD(ESE) 0.053(0.056) 0.055(0.055) 0.029(0.029) 0.055(0.055) 0.021(0.021)