Sentence examples for multiple imputation namely from inspiring English sources

To deal with these two types of missing-data problems we propose the use of multiple imputation, namely constructing a series of data sets with missing parameters randomly drawn from a set of predetermined values derived from an imputation model.

Multiple imputation involves three steps, namely, imputation, analysis, and pooling as determined by [56].

The performance of EM was compared to that of an existing method of reference, namely multiple imputation, and to worst-case and best-case scenarios given by least-squares regression on the sole complete datapoints and on complete datasets, respectively.

Multiple imputation is used to impute country of birth from the SIPP into the SCF.

This was imputed using a multivariate multiple imputation procedure with 10 imputations.

We analyze some rainfall data from 78 gauging stations in the Murray Darling Basin in Australia using the CUTOFF imputation method and compare its performance to four well-studied competing imputation methods, namely, k-nearest neighbors, singular value decomposition, multiple imputation and random forest.

Strategies for dealing with missing data in longitudinal studies vary, so we adopted two recommended techniques for analysing incomplete datasets, namely, mixed models repeated measures (MMRM) and multiple imputation (MI; for a review see [ 24]).

Multiple imputation using chained equations was used to impute missing covariates; five imputations were generated.

Multiple imputations are needed to properly account for the uncertainty in the imputation process and the resulting set of imputed estimates can be combined using standard multiple imputation combining rules.

Multiple imputation inference procedures are applied to the resulting multiply imputed complete data sets.

To reduce the bias implicit in utilizing only complete cases, multiple imputation procedures were implemented using the SPSS Markov Chain Monte Carlo multiple imputation function to produce five imputed datasets.