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. Author manuscript; available in PMC: 2018 Jan 1.
Published in final edited form as: Electron J Stat. 2017;11(1):364–384. doi: 10.1214/17-EJS1226

Table 2.

Estimation and classification results for Example II. Other captions are the same as Table 1.

Method Bias of (β1, β2, β3) MSE(β) MSE(ψ) PCD Val(0.855)
n = 500
SIM −0.003 (0.062) 0.004 (0.063) −0.002 (0.050) 0.003 (0.004) 0.017 (0.008) 0.947 (0.026) 0.861 (0.016)
LSQ −0.002 (0.064) 0.005 (0.064) −0.002 (0.049) 0.004 (0.004) 0.105 (0.016) 0.968 (0.019) 0.856 (0.018)
IPWE −0.007 (0.141) −0.007 (0.130) −0.047 (0.127) 0.026 (0.038) 0.911 (0.038) 0.907 (0.067)
AIPWE −0.004 (0.129) 0.016 (0.128) −0.020 (0.115) 0.026 (0.032) 0.917 (0.036) 0.903 (0.067)
n = 1000
SIM −0.003 (0.043) 0.002 (0.045) −0.003 (0.035) 0.002 (0.002) 0.010 (0.004) 0.956 (0.024) 0.857 (0.013)
LSQ −0.004 (0.046) −0.001 (0.045) −0.002 (0.035) 0.002 (0.002) 0.103 (0.011) 0.977 (0.014) 0.853 (0.016)
IPWE −0.013 (0.112) −0.010 (0.106) −0.026 (0.093) 0.017 (0.025) 0.928 (0.032) 0.887 (0.046)
AIPWE −0.013 (0.104) −0.001 (0.104) −0.014 (0.087) 0.017 (0.023) 0.933 (0.030) 0.885 (0.046)
n = 1500
SIM −0.001 (0.035) 0.000 (0.036) −0.002 (0.028) 0.001 (0.001) 0.007 (0.003) 0.965 (0.020) 0.860 (0.009)
LSQ −0.002 (0.037) −0.001 (0.038) −0.003 (0.028) 0.001 (0.001) 0.102 (0.009) 0.981 (0.011) 0.857 (0.010)
IPWE −0.007 (0.101) −0.010 (0.095) −0.026 (0.081) 0.013 (0.018) 0.937 (0.027) 0.882 (0.038)
AIPWE −0.005 (0.090) −0.001 (0.088) −0.015 (0.076) 0.013 (0.015) 0.943 (0.024) 0.880 (0.038)