Sentence examples for effect of the imputed from inspiring English sources

The aims of our study were to compare the accuracy of four imputation methods for missing completely at random laboratory data and to compare the effect of the imputed values on the accuracy of two clinical predictive models.

Regarding missing values, multiple imputations from the "Amelia" package [ 45, 46] in the programming environment R [ 47] created 25 different data sets in order to alleviate the effects of the imputed missing values on the regression model.

We compared estimates of effects between the imputed and complete case in order to assess any bias that may have been introduced through imputing the sample.

The pooled SE to assess the 95% CI was then calculated using Ruben's rule 35: √(W+(1+1/m)×B) with W the mean variance of the effect size within the imputed datasets; B the variance of the effect sizes between the imputed datasets; and m the number of imputed datasets (n=5).

Three of the 10 interactions and three of the main effects from the imputed data models were not retained in the complete case model.

Consequently, we can be confident of our estimate of the adjusted effect of bed sharing from the imputed data.

The third area of uncertainty tested the effect of using imputed data rather than complete cases; the third sensitivity analysis used trial data with missing values imputed.

Moreover additional analyses within the 50K dataset indicate that small error rates of the imputed genotypes will have no notable effect on the accuracy of genomic selection.

Open image in new window Fig. 6 Effect of CH4 imputed into the feed gas on catalytic performance.

However, since all the imputed values were close to zero, the effect of the imputation method on the total variance is likely to have been very small.

These posteriors are calculated by renormalizing the likelihoods of the imputed clean spectra.