Sentence examples for imputation based on the from inspiring English sources

These missing data were imputed using multiple imputation based on the observed responses.

The procedure includes genotype imputation based on the appropriate reference panel, testing the association per imputed and directly genotyped SNP in each GWA study, performing a meta-analysis to combine the association signals from different studies, and testing for between-study heterogeneity and correcting for this (32).

In this paper, expectation maximization imputation based on the Gaussian mixture model (GMM-EM) and multiple imputation (MI) are respectively applied to perform missing data imputation for leaching process under different data loss rates and data loss patterns, and then the imputation performances are evaluated.

The strength was that the imputation based on the same map enabled a direct comparison of results across studies.

This is the case of hot deck substitution [ 16, 33], imputation based on the Response Function Imputation [ 17], and Two-way imputation [ 17, 34].

Genotyped markers from the Affymetrix 6.0 and Illumina OmniExpress were used for full genome imputation based on the HapMap 2 JPT+CHB (Japanese from Tokyo, Japan and Chinese from Beijing, China) reference panel.

For this group of participants who did not complete the detailed shift work section we are able to derive type and duration from the occupational history section (i.e. for each job participants indicated if they had worked certain shifts) and by applying multiple imputation based on those participants who completed the detailed section.

To reduce bias associated with missing data, covariates were multiple imputed (n = 5 imputations) based on the correlation between the variable with missing values and other participant characteristics (Sterne et al. 2009).

Otherwise, when country of birth is unavailable for only a few periods, they do imputations based on the information in the available years.

We used n = 30 imputations based on the percentage of incomplete cases [ 23].

To assess the accuracy of imputation based on different genotyped relatives in the real dataset, six scenarios were tested.