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The multiple imputation estimates were obtained as the average estimates across the imputed datasets and the standard errors of the estimates were computed using Rubin's formula by taking into account both within and between imputation variance.
Figure 16 Multiple imputation estimates after 30 imputations.
On looking at Figure 12 we observe first that the multiple imputation estimates are quite similar to those obtained from the complete case analysis.
In these cases, Kaplan-Meier and multiple imputation estimates were expected to be unbiased.
In general, multiple imputation estimates the missing items M times according to a statistical model.
Table 3 shows the multiple imputation estimates for the three local models.
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The 7-year derived clusters (actual or imputed) were compared on the key measures of the 7-year baseline questionnaire, using simple linear or logistic regression as appropriate through the multiple imputation estimate commands in Stata/IC V.11.1.
Our method, LASSO local automatic regularization resample model averaging (LLARRMA), combines LASSO shrinkage with resample model averaging and multiple imputation, estimating for each SNP the probability that it would be included in a multi-SNP model in alternative realizations of the data.
In addition, we study whether possible selective response had biased the prevalence estimates of health problems among survivors at wave 3 by comparing the estimates resulting from multiple imputation with estimates resulting from complete case analysis.
We filled missing survival times in these patients by multiple imputation, using estimates of mortality from studies that traced patients lost to follow-up.
Multiple imputation corrects estimates and their standard errors for the uncertainty caused by the missing data [ 11].
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multiple imprecise estimates
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multiple measurement estimates
multiple rate estimates
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multiple risk estimates
multiple position estimates
multiple connectivity estimates
multiple deprivation estimates
multiple mutation estimates
multiple channel estimates
multiple imputation methods
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multiple imputation data
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