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# output is as expected when details == TRUE | ||
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Code | ||
blr_step_aic_backward(model, details = TRUE) | ||
Output | ||
Backward Elimination Method | ||
--------------------------- | ||
Candidate Terms: | ||
1 . female | ||
2 . read | ||
3 . science | ||
4 . math | ||
5 . prog | ||
6 . socst | ||
Step 0: AIC = 162.4241 | ||
honcomp ~ female + read + science + math + prog + socst | ||
------------------------------------------------- | ||
Variable DF AIC BIC Deviance | ||
------------------------------------------------- | ||
prog 1 158.953 178.743 146.953 | ||
socst 1 160.745 183.834 146.745 | ||
read 1 163.394 186.482 149.394 | ||
science 1 163.815 186.903 149.815 | ||
female 1 169.570 192.658 155.570 | ||
math 1 170.017 193.105 156.017 | ||
------------------------------------------------- | ||
x prog | ||
Step 1 : AIC = 158.9527 | ||
honcomp ~ female + read + science + math + socst | ||
------------------------------------------------- | ||
Variable DF AIC BIC Deviance | ||
------------------------------------------------- | ||
socst 1 157.286 173.777 147.286 | ||
science 1 159.941 176.432 149.941 | ||
read 1 160.307 176.798 150.307 | ||
female 1 166.114 182.606 156.114 | ||
math 1 168.669 185.161 158.669 | ||
------------------------------------------------- | ||
x socst | ||
Step 2 : AIC = 157.2856 | ||
honcomp ~ female + read + science + math | ||
------------------------------------------------- | ||
Variable DF AIC BIC Deviance | ||
------------------------------------------------- | ||
science 1 158.420 171.613 150.420 | ||
read 1 160.658 173.851 152.658 | ||
female 1 164.988 178.181 156.988 | ||
math 1 168.236 181.430 160.236 | ||
------------------------------------------------- | ||
No more variables to be removed. | ||
Variables Removed: | ||
- prog | ||
- socst | ||
Final Model Output | ||
------------------ | ||
- Creating model overview. | ||
- Creating response profile. | ||
- Extracting maximum likelihood estimates. | ||
- Estimating concordant and discordant pairs. | ||
Model Overview | ||
------------------------------------------------------------------------ | ||
Data Set Resp Var Obs. Df. Model Df. Residual Convergence | ||
------------------------------------------------------------------------ | ||
data honcomp 200 199 195 TRUE | ||
------------------------------------------------------------------------ | ||
Response Summary | ||
-------------------------------------------------------- | ||
Outcome Frequency Outcome Frequency | ||
-------------------------------------------------------- | ||
0 147 1 53 | ||
-------------------------------------------------------- | ||
Maximum Likelihood Estimates | ||
----------------------------------------------------------------- | ||
Parameter DF Estimate Std. Error z value Pr(>|z|) | ||
----------------------------------------------------------------- | ||
(Intercept) 1 -14.5773 2.1568 -6.7589 0.0000 | ||
female1 1 1.3622 0.4605 2.9580 0.0031 | ||
read 1 0.0631 0.0281 2.2455 0.0247 | ||
science 1 0.0569 0.0326 1.7429 0.0814 | ||
math 1 0.1113 0.0338 3.2992 0.0010 | ||
----------------------------------------------------------------- | ||
Association of Predicted Probabilities and Observed Responses | ||
--------------------------------------------------------------- | ||
% Concordant 0.8835 Somers' D 0.7669 | ||
% Discordant 0.1165 Gamma 0.7669 | ||
% Tied 0.0000 Tau-a 0.3003 | ||
Pairs 7791 c 0.8835 | ||
--------------------------------------------------------------- | ||
Backward Elimination Summary | ||
-------------------------------------------- | ||
Variable AIC BIC Deviance | ||
-------------------------------------------- | ||
Full Model 162.424 188.811 146.424 | ||
prog 158.953 178.743 146.953 | ||
socst 157.286 173.777 147.286 | ||
-------------------------------------------- | ||
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,17 @@ | ||
# output from backward variable elimination is as expected | ||
|
||
Code | ||
blr_step_aic_backward(model) | ||
Output | ||
Backward Elimination Summary | ||
-------------------------------------------- | ||
Variable AIC BIC Deviance | ||
-------------------------------------------- | ||
Full Model 162.424 188.811 146.424 | ||
prog 158.953 178.743 146.953 | ||
socst 157.286 173.777 147.286 | ||
-------------------------------------------- | ||
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