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- W4242253210 abstract "Data imputation involves representing missing values in a dataset. Missing data create a number of potential challenges for statistical analysis. Missing values can increase the chances of making Type I and Type II errors, reduce statistical power, and limit the reliability of confidence intervals. There are a number of statistical procedures available for researchers to replace missing values with reasonable estimations. Basic methods, such as mean substitution, regression imputation, and hot deck imputation may bias imputed values depending on the mechanism of missingness. Advanced methods include expectation maximization, full information maximum likelihood, and multiple imputation. These methods produce more reliable estimations of missing values, particularly when missingness is not at random." @default.
- W4242253210 created "2022-05-12" @default.
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- W4242253210 date "2017-11-07" @default.
- W4242253210 modified "2023-09-26" @default.
- W4242253210 title "Data Imputation" @default.
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- W4242253210 doi "https://doi.org/10.1002/9781118901731.iecrm0058" @default.
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