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. Author manuscript; available in PMC: 2015 Jan 1.
Published in final edited form as: J R Stat Soc Series B Stat Methodol. 2013 Jul 3;76(1):197–215. doi: 10.1111/rssb.12029

Table 1.

Simulation results PDS design.

β 1
β 2
β 1 a Method Mean SE
SE^
CI Mean SE
SE^
CI
(n0, n1, n3) = (200, 100, 100)
0.0 1.0
β^X
−0.002 0.038 0.038 0.948 −0.502 0.127 0.127 0.951
β^PDS1
0.000 0.043 0.041 0.930 −0.496 0.150 0.127 0.946
β^PDS2
0.000 0.037 0.037 0.950 −0.500 0.095 0.096 0.962
β^ODS
0.002 0.038 0.039 0.942 −0.505 0.120 0.123 0.958
β^IPW
0.000 0.046 0.046 0.952 −0.510 0.146 0.140 0.931
β^SRS
0.001 0.050 0.050 0.957 −0.502 0.150 0.154 0.955
β^N
0.001 0.047 0.048 0.956 −0.493 0.310 0.119 0.575
0.5 1.0
β^X
0.499 0.038 0.038 0.957 −0.498 0.126 0.126 0.946
β^PDS1
0.501 0.039 0.041 0.954 −0.494 0.097 0.106 0.968
β^PDS2
0.500 0.043 0.042 0.936 −0.495 0.104 0.106 0.950
β^ODS
0.503 0.044 0.045 0.953 −0.505 0.128 0.131 0.954
β^IPW
0.502 0.047 0.046 0.941 −0.508 0.155 0.151 0.938
β^SRS
0.500 0.049 0.050 0.955 −0.496 0.156 0.154 0.944
β^N
0.633 0.060 0.052 0.302 −0.495 0.122 0.134 0.972
0.5 1.5
β^X
0.502 0.032 0.032 0.951 −0.500 0.120 0.117 0.940
β^PDS1
0.499 0.037 0.037 0.938 −0.503 0.100 0.097 0.946
β^PDS2
0.499 0.038 0.038 0.942 −0.500 0.103 0.099 0.940
β^ODS
0.503 0.042 0.043 0.956 −0.495 0.118 0.120 0.963
β^IPW
0.504 0.055 0.052 0.934 −0.508 0.167 0.166 0.937
β^SRS
0.500 0.049 0.050 0.955 −0.496 0.156 0.154 0.944
β^N
0.694 0.108 0.049 0.178 −0.507 0.297 0.128 0.603

(n0, n1, n3) = (300, 50, 50)
0.5 1.5
β^X
0.498 0.038 0.038 0.951 −0.497 0.130 0.130 0.949
β^PDS1
0.501 0.042 0.042 0.952 −0.497 0.114 0.113 0.932
β^PDS2
0.499 0.043 0.044 0.966 −0.498 0.120 0.121 0.950
β^ODS
0.503 0.044 0.045 0.955 −0.495 0.126 0.129 0.960
β^IPW
0.502 0.046 0.045 0.942 −0.498 0.147 0.144 0.940
β^SRS
0.500 0.049 0.050 0.955 −0.496 0.156 0.154 0.944
β^N
0.623 0.072 0.050 0.367 −0.487 0.149 0.130 0.923

(n0, n1, n3) = (100, 50, 50)
0.5 1.0
β^X
0.499 0.051 0.053 0.956 −0.501 0.178 0.179 0.951
β^PDS1
0.494 0.058 0.056 0.934 −0.498 0.150 0.140 0.942
β^PDS2
0.502 0.059 0.058 0.948 −0.505 0.146 0.150 0.968
β^ODS
0.502 0.062 0.062 0.955 −0.505 0.188 0.187 0.937
β^IPW
0.508 0.066 0.064 0.929 −0.507 0.218 0.210 0.922
β^SRS
0.495 0.072 0.071 0.944 −0.499 0.219 0.219 0.955
β^N
0.636 0.084 0.074 0.544 −0.492 0.180 0.192 0.967

Results are based on the model Y = β0 + β1X + β2Ilog(|x|)+e>1 + ∊, where e ~ N(0, 1), ∊ ~ N (0, 1), and X ~ N (0, 1); the true parameter values are β0 = 1.0 and (β2 = −0.5. β^X, β^PDS1, β^PDS2, β^ODS, β^SRS, β^IPW, and β^N are defined as in Section 3.1.