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It's the imputation of value, almost like a 'blessing'".
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Measured values reported by the laboratory that were below the limit of detection (LOD) were used in the analyses; no imputation of values below the LOD was done (Longnecker et al. 2002).
However, in this context imputation of values from at least 50% of subscale items is acceptable, since the subscale items were highly correlated with each other (as should be expected for items on a common subscale).
Data analysis will take the form of a complete case analysis, although imputation of values may be considered for the primary outcome variable alone should this be missing to a sufficient extent.
The imputation of the value of real compensation to the acts of symbolic compensation is partly based upon the expressive value of acts of symbolic compensation.
For imputation of missing value of categorical variables, the frequency distribution will be used as the basis for randomly generating a value for each observation lacking a response.
The imputation of extreme value missing data shows that -except for EM_array- the effectiveness of all the methods is affected.
This amounts to single imputation of missing value, and is commonly used for all the individuals in the group [ 3].
33 We used both an imputation of mean value and a more complex approach (longitudinal mixed model), which does not impute data in the case of missing outcomes.
We used both an imputation of mean value and a more complex approach (longitudinal mixed model) that does not impute data in the case of missing outcomes.
These improvements have been observed also on the imputation of extreme values, the most difficult predictable values.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com