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However, if many data are being imputed, any inadequacies in the imputation model may lead to considerable bias.
In univariate imputation, where only a single variable has missing data, the imputation model can be tailored to the variable being imputed, for example, a linear regression model for a continuous variable or a logistic regression model for a binary variable.
An investigation of the source of differences in imputation accuracy revealed dependence on the MAF of the SNPs being imputed, and on the underlying LD structure.
In the analysis of both data sets, the default imputation method used 1000 flanking markers on each side of the marker being imputed to infer the haplotype allele carried.
No doubt, too, Rampling was sick of being imputed with a personality that was not hers.
However, there is little guidance available for choosing among existing techniques, particularly when the covariate being imputed is endogenous.
Similar(29)
Missing values were imputed using multiple imputations.
Missing data were imputed using multiple imputations.
Missing data will be imputed using multiple imputation techniques.
Missing outcome data will be imputed using multiple imputation [ 52].
Missing data will be imputed using multiple imputation techniques [ 62].
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