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In general, the order of the sequence is determined by the amount of missing data, where the variable with least amount of missing data is imputed first, and so on.
The dataset with the smallest number of missing values for a test was imputed first.
The variable with the least amount of missing data was imputed first, and used as the dependent variable.
Approximately 2%% of all reported pesticide uses had adjusted years of use based on imputed first year of use.
According to VanRaden et al.[ 13], accuracy of imputation from 3 K and 6 K panels to the BovineHD beadchip was improved if the genotypes were imputed first to the BovineSNP50 and then to the BovineHD beadchip instead of directly to the BovineHD beadchip.
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Most of the missing data (22%) was imputed using first method, some missing data (4%) was imputed using second method and a few missing data (2%) were imputed using third or fourth method.
To quantify imputation accuracy, we focused on two quantities: (1) ℙ(C1), the probability that a target lineage on which genotypes are to be imputed coalesces first with a lineage from the internal panel, and (2) E[ S2 − S1], the expected difference in the number of imputation errors between the external and internal reference panels.
The MICE procedure was used to address data missing on two levels: first, participants with one or more missing confounding factors had this data imputed; and second, a depression outcome at 18 years was imputed using previous measures of depression in earlier adolescence.
The images for contrast (WIN-CONTROL, LOSS-CONTROL, WIN-LOSS) of each participant in different phases were imputed into second level one-sample t-test separately.
We first imputed the missing data using mice (multiple imputation algorithm), based on 30 multiple imputed datasets.
Baseline characteristics based on first imputed dataset.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com