Table 7.
Listwise
|
Log
|
CART
|
Prune
|
RF
|
MI
|
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
30% | 50% | 30% | 50% | 30% | 50% | 30% | 50% | 30% | 50% | 30% | 50% | ||
|
|||||||||||||
Linear | −3.539 | 13.265 | −.561 | −.300 | −1.206 | 1.504 | −1.277 | 3.017 | −.268 | −2.303 | −.602 | .549 | |
One split | −11.009 | −11.891 | −.066 | 1.011 | −.228 | −.056 | −.196 | −.148 | 4.392 | 3.425 | −.466 | −.723 | |
Two splits | −2.615 | −4.019 | −.524 | −.675 | .466 | −.450 | .902 | −.377 | 1.752 | 1.151 | −.075 | −.416 | |
Three splits | −9.912 | −12.207 | −.781 | −.836 | −.067 | −.204 | −.019 | −.686 | 1.328 | 1.498 | −.429 | −1.130 | |
|
|||||||||||||
Linear | −2.029 | 9.398 | .117 | .073 | −.248 | 1.113 | −.276 | 2.176 | .431 | −1.748 | .050 | .351 | |
One split | −7.623 | −8.479 | .501 | .878 | .324 | −.137 | .365 | −.212 | 3.427 | 2.248 | −.291 | −.371 | |
Two splits | −1.598 | −2.848 | −.166 | −.102 | .411 | −.291 | .848 | −.232 | 1.555 | 1.384 | .188 | −.226 | |
Three splits | −6.520 | −8.206 | .027 | .100 | .393 | .226 | .421 | −.108 | 1.322 | 1.821 | .081 | −.325 | |
|
|||||||||||||
Linear | −1.399 | −1.511 | −1.201 | .163 | −1.306 | .025 | −1.391 | −.415 | −.449 | −.760 | −1.694 | −1.706 | |
One split | −3.089 | −1.447 | −.135 | .660 | −.307 | .227 | −.488 | −.097 | .496 | −.257 | −1.070 | −1.998 | |
Two splits | −3.605 | −4.119 | −3.287 | −2.269 | .217 | 1.774 | .100 | 1.877 | .763 | 2.117 | −.376 | −1.016 | |
Three splits | −2.389 | −.929 | −.341 | .081 | .710 | −.298 | .765 | −.665 | 1.086 | −.832 | −.598 | −1.057 | |
|
|||||||||||||
Linear | −1.528 | −4.661 | −1.059 | −.999 | −.758 | −2.315 | −.572 | −3.221 | .904 | −3.285 | −2.132 | −3.859 | |
One split | −8.056 | −4.375 | 2.089 | 1.924 | .766 | −1.429 | .848 | −1.383 | .799 | −2.195 | −2.469 | −3.490 | |
Two splits | −10.246 | −12.876 | −9.938 | −9.393 | .827 | .327 | −.005 | 1.113 | 2.925 | −1.016 | −1.796 | −3.497 | |
Three splits | −6.431 | −2.683 | −1.089 | .974 | 1.053 | .362 | 1.470 | −.183 | 2.164 | .956 | −1.693 | −2.439 | |
|
|||||||||||||
Linear | −1.257 | −7.225 | −.426 | .079 | .039 | −1.873 | .172 | −3.549 | 2.414 | −2.223 | −2.283 | −5.073 | |
One split | −12.295 | −6.004 | 2.036 | 3.234 | .923 | −1.500 | .976 | −1.685 | 1.942 | −3.757 | −2.415 | −4.309 | |
Two splits | −16.170 | −19.752 | −15.135 | −13.396 | 1.429 | 1.317 | −.051 | 2.142 | 3.808 | .652 | −1.479 | −5.027 | |
Three splits | −10.144 | −5.970 | −2.461 | −.719 | 1.393 | −1.654 | 1.905 | −1.877 | 2.766 | −2.675 | −1.766 | −4.876 |
Note. Log = logistic regression; CART = classification and regression trees; Prune = pruned CART analysis; RF = random forests; MI = multiple imputation.