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In order to help health policy researchers choose the most appropriate imputation method for a specific problem, we propose using a suite of validation statistics that measure some facets of the goodness of the fused data.
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Identification of the correct mode of missingness and most appropriate method of imputation can make a large impact on the analysis of clinical trials.
For internal validation, such as crossvalidation or split-sample validation, it may be most appropriate to draw multiple imputations in the whole dataset before separating the derivation and validation samples (approach V1 in Table 7) (O'Mahony et al., 2014).
Thus, it is important to evaluate the accuracy of imputation to better define which imputation method and chip are most appropriate for genomic applications in indicine breeds.
The expectation-maximisation (EM) algorithm most appropriate for approximately normally distributed variables such as the DAS28 was applied for estimation and imputation [ 15].
In the context of growing use of analytical methods that take attrition into account (such as multiple imputation), we need to better understand the mechanisms that underlie attrition in order to choose the most appropriate method.
The best – or most appropriate – condiments enhance.
Denial perhaps is the most appropriate word.
Choosing the most appropriate constraint.
Those certainly seem most appropriate.
This might delay the most appropriate treatment.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com