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
|
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---|---|---|---|---|---|---|---|---|---|---|---|
Q |
|
q̄5 |
|
q̄5 |
|
q̄5 |
|
||||
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 | |||
|
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 |