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Edoardo Costantini1
Klaas Sijtsma1
Kyle M. Lang1
Tim Reeskens1
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High-Dimensional Imputation for the Social Sciences: A Comparison of State-of-the-Art Methods
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Edoardo Costantini; Kyle M. Lang; Tim Reeskens; Klaas Sijtsma – Sociological Methods & Research, 2025
Including a large number of predictors in the imputation model underlying a multiple imputation (MI) procedure is one of the most challenging tasks imputers face. A variety of high-dimensional MI techniques can help, but there has been limited research on their relative performance. In this study, we investigated a wide range of extant…
Descriptors: Statistical Analysis, Social Science Research, Predictor Variables, Sociology