Sentence examples for multiple imputation m from inspiring English sources

MI: multiple imputation; m: number of imputations; SE: standard error.

As some clinical variables had a substantial number of missing data, we performed multiple imputation (m = 10) using the MICE algorithm [ 22].

Missing data by unit non-response was handled by Multiple Imputation (MI) (m = 5).

Multiple imputation generates m versions of the original data set, with varying missing value replacements in each version and using information from all other variables to generate the replacement.

Cox PH: Cox proportional hazards; CC: Complete case; MI: Multiple imputation; MAR: Missing at random; K-M: Kaplan-Meier; LRT: Likelihood ratio test; OSHA: Occupational Safety and Health Administration; BIC: Bayesian information criterion.

Multiple imputation was implemented with m imputed datasets under the MAR assumption.

These amounts of missingness were chosen to cover the range of possible missingness in practice [ 30]. 2) Applied the above multiple imputation strategies to generate m = 5 datasets.

In multiple imputation (MI), we create several (m) imputed datasets, in which we, in each set, replace missing observations with random values from a statistical model based on distributions in the observed dataset and underlying assumptions on the nature of the missing data.

For multiple imputation, this procedure is repeated m times.

In general, multiple imputation estimates the missing items M times according to a statistical model.

Multiple imputation yields a set of m complete data matrices of genotype information.