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. Author manuscript; available in PMC: 2013 Aug 27.
Published in final edited form as: Ann Appl Stat. 2012 Mar 1;6(1):229–252. doi: 10.1214/11-AOAS506

Table 5.

Summary results for spatial and nonspatial logistic regressions. Results include point and variance estimates for regression coefficients, and misclassification rates (MR)

Real data
h = 1
h = 5
h = 10
Q
T
5
T5
5
T5
5
T5
Nonspatial GLM
Intercept −0.85 0.18 −0.76 0.21 −0.71 0.20 −0.67 0.19
Sex 0.60 0.08 0.61 0.09 0.61 0.09 0.61 0.08
Race 0.59 0.09 0.48 0.18 0.48 0.13 0.42 0.11
Age × 100 0.52 0.24 0.43 0.27 0.36 0.28 0.34 0.26

MR MR MR MR

In-sample 0.42 0.42 0.42 0.42
Out-of-sample 0.46 0.47 0.47 0.47
Spatial GLM
Intercept −1.15 0.43 −0.91 0.37 −0.83 0.44 −0.97 0.33
Sex 0.74 0.10 0.64 0.09 0.67 0.09 0.68 0.10
Race 0.82 0.12 0.62 0.23 0.61 0.15 0.56 0.13
Age × 100 0.68 0.25 0.65 0.31 0.48 0.28 0.53 0.28
σe2
1.83 0.96 1.82 1.20 1.31 0.73 1.13 0.53
φe 0.05 0.02 0.06 0.02 0.06 0.01 0.06 0.01

MR MR MR MR

In-sample 0.22 0.26 0.25 0.27
Out-of-sample 0.32 0.35 0.31 0.32