Table 5.
Parameter estimates for the two class regression mixture model (with and without the C on x path included) when the true underlying relationship between x and y is a piecewise relationship
True values | N=100,000 | N=2,000 | ||||||||
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C on x path omitted | C on x path included | C on x path omitted | C on x path included | |||||||
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Class 1 | Class 2 | Class 1 | Class 2 | Class 1 | Class 2 | Class 1 | Class 2 | Class 1 | Class 2 | |
Class Proportion | .50 | .50 | .57 | .43 | .50 | .50 | .58 | .42 | .49 | .51 |
Y on X | .2 | .7 | .285 (.007) | .773 (.013) | .202 (.007) | .713 (.005) | .284 (.049) | .801 (.079) | .240 (.050) | .672 (.040) |
Intercept Y | 0 | 0 | .496 (.012) | −.226 (.015) | −.002 (.007) | −.009 (.005) | .431 (.063) | −.260 (.091) | −.030 (.052) | .003 (.036) |
Residual Y | .96 | .51 | .584 (.005) | .560 (.007) | .954 (.006) | .507 (.003) | .582 (.034) | .597 (.047) | .982 (.042) | .511 (.021) |
Class Intercept/Mean | 0 | .279 (.068) | −89.459 (.698) | −.333 (.386) | −228.001 (27.984) | |||||
C on X | ∞ | na | not estimable | na | Not estimable |
Explanation of terms: Class proportions refer to the proportion of cases estimated in each class; Y on x refers to the regression coefficient for each class; Intercept Y refers to the intercept for the regression of Y on x for the class; Residual Y refers to the residual associated with the regression of Y on x for the class; Class Intercept/Mean refers to the intercept from regressing C on x (logistic regression with one class as the reference group) or the class mean when C on x is excluded; C on x refers to the regression of class membership on x (logistic regression). N=sample size, na=not estimated.