Sentence examples for single regression imputation from inspiring English sources

For comparison, we also assessed the percentage of the time that the imputed value produced by single regression imputation agreed with the true value.

Similar statistics are seen with single regression imputation (Kappa 0.738, percent misclassified 11.4%).

Our single regression imputation method applied the same technique as the multiple imputation method with one iteration instead of the five used for multiple imputation.

Multiple imputation (MI), which uses all observed information, was shown to be superior to other imputation techniques like single regression imputation [ 12, 13].

MI produces the most valid imputed values with a high Kappa statistic (0.89), although both single regression and individual mean imputation also produced favorable results.

Six imputation methods were then considered; 1) multiple imputation, 2) single regression, 3) individual mean, 4) overall mean, 5) participant's preceding response, and 6) random selection of a value from 1 to 4. For each method, the imputed mean SDS score and standard deviation were compared to the population statistics.

Six methods of imputation were compared: 1) random selection, 2) preceding question, 3) question mean, 4) individual mean 5) single regression and 6) a multiple imputation (MI) algorithm.

In contrast, the drop is minimal for the multiple imputation method, single regression and individual mean methods indicating that all three methods are more robust than the question mean, preceding question and random selection method.

Missing data will be imputed using regression imputation.

Regression imputation was used to impute values.

Missing data were imputed using stochastic regression imputation (Enders 2010, pp. 46 49).