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. 2020 Apr 4;23(1):34–49. doi: 10.1093/biostatistics/kxaa008

Table 1.

(a) For each scenario, mean and standard deviation of RMSE across 500 simulated data sets under the proposed BNP method, the naive Bayesian method (Naive), and the LinearDDP method. Bold values indicate that the proposed BNP yields the smallest mean RMSE when Inline graphic. (b) Means and standard deviations of RMSE for estimating Inline graphic across 500 simulations in three scenarios under the proposed BNP approach, the naive Bayesian method (Naive), and the LinearDDP method, respectively

Scenario Inline graphic Inline graphic  
BNP Naive LinearDDP BNP Naive LinearDDP  
1 0.012 (0.007) 0.013 (0.007) 0.014 (0.007) 0.012 (0.006) 0.013 (0.007) 0.015 (0.008) (a)
2 0.042 (0.022) 0.088 (0.032) 0.063 (0.020) 0.019 (0.007) 0.073 (0.035) 0.058 (0.023)  
3 0.012 (0.006) 0.013 (0.007) 0.014 (0.007) 0.012 (0.007) 0.014 (0.007) 0.016 (0.008)  
Scenario Inline graphic Inline graphic  
BNP Naive LinearDDP BNP Naive LinearDDP  
1 0.286 (0.087) 0.328 (0.126) 0.332 (0.087) 0.059 (0.035) 0.073 (0.051) 0.091 (0.016)  
2 0.277 (0.128) 0.493 (0.250) 0.449 (0.189) 0.090 (0.062) 0.199 (0.169) 0.179 (0.123)  
3 0.106 (0.032) 0.105 (0.038) 0.115 (0.043) 0.033 (0.016) 0.035 (0.021) 0.043 (0.027)  
Scenario Inline graphic  
BNP Naive LinearDDP  
1 0.185 (0.037) 0.207 (0.047) 0.181 (0.042) (b)
2 0.261 (0.070) 0.243 (0.111) 0.203 (0.084)  
3 0.086 (0.028) 0.097 (0.034) 0.086 (0.035)