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Some methods, such as the subset simulation method, tail equivalent linearization method, asymptotic sampling method, Monte Carlo simulation method based on the extreme value theory, etc., have been developed for estimating the probabilities, however, the efficiency of the estimate is still a challenging task.
However, we note that Age may be dropped if it improves the efficiency of the estimate (see [ 6]).
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Thus, the efficiency of the estimated comparison largely depends on the choice of the margin parameter.
The incorporation of these intervention variables to the two models improved the consistency and the efficiency of the estimates.
Omitting these correlations would not cause any bias to the coefficients, though it reduces the efficiency of the estimates.
The bootstrapped regression method has been chosen for this analysis so as to improve the efficiency of the estimates given that the sample is relatively small.
Bootstrapped methods were adopted because they basically replicate the observations to the desired level and improve the efficiency of the estimates especially where the sample is relatively small [25]. .
In this subsample with fewer observations, we include woman's socioeconomic characteristics only, to avoid the consequences of the very likely collinearity between the socioeconomic variables of the woman and her partner on the efficiency of the estimates.
We carried out 10 imputations to improve the statistical efficiency of the estimates.
The choice of C impacts the accuracy and the efficiency of the estimates as well as the model convergence.
Other aspects such as efficiency of the estimates, stability of the results, flexibility of implementation and difficulty in interpretation are discussed as well.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com