Sentence examples for multiple imputation provided from inspiring English sources

For those participants who did not report their income, we used values from a multiple imputation provided and recommended by NCHS (32).

Using multiple imputation provided similar results overall and across the screening areas for the different invitation types, suggesting that this method was as accurate with the different levels of missing ethnicity data.

The analysis using multiple imputations provided nearly the same associations as the complete case analysis.

For further details of this approach, see the section titled "The Issue of Perfect Prediction During Imputation of Categorical Data" in the STATA 12 multiple imputation documentation provided by the software STATA 12. 3. Adding interaction terms: Sometimes, imputing on subsamples is required for two reasons.

Missing data were handled by single and multiple imputation, which provided consistent results and single imputation is reported herein.

Multiple imputation techniques provided a similar result to the analysis using complete data: cluster adjusted odds ratio 1.10 (0.86 to 1.42, P=0.44).

To address the problem of missing data in the BWHHS covariates that were adjusted for in the Cox regression model, a multiple imputation procedure provided unbiased estimates of the parameters and their standard errors in the model.

It is precisely for this subset that single and multiple imputation can provide improved statistical inference.

To allow for intention-to-treat principles, we used GLMs with multiple imputation to provide conservative estimates for missing data.

We performed multiple imputation, and provide these results alongside those for the complete case analysis, as has been previously recommended [ 53].

Multiple imputation (MI) provides an effective approach to handle missing covariate data within prognostic modelling studies, as it can properly account for the missing data uncertainty.