Sentence examples similar to Addressing missing data via imputation from inspiring English sources

Multiple Imputation (MI) addresses missing data by (1) imputing the missing data m times to create m complete data sets, (2) analyzing each data set independently, and (3) combining the m results using standardized methods (Dong and Peng 2013).

12 16 17 40 To address missing data on education, we conducted multiple imputation using five imputed data sets according to methods developed by Rubin.

20 21 In recent years, efforts have been made to address missing data in primary care databases 3 19 22 using multiple imputation, though reporting on the comparability of the results of multiple imputation with population data has been sparse.

The platforms can integrate recommended statistical practices, such as multiple imputation to address missing data, that most individual instructors do not have the time or expertise to implement.

To address missing data in the 604 consenting participants (22 for primary outcome), multiple imputation was performed.

Imputation is a typical way to address missing data, by replacing by an estimate.

We used multiple imputations with chained equations to address missing data [ 15].

b) We address missing data at single measurements of a repeated measurement study by using the multiple imputation and data augmentation techniques.

While there are a number of mathematical approaches to address missing data, hot deck imputation has been reported amongst those recommended [ 22].

We therefore used two approaches to address missing data: inverse probability weights (29) and multiple imputation (30).

Inverse probability of observation weighting was combined with multiple imputation to address missing data.