NotesFAQContact Us
Collection
Advanced
Search Tips
Publication Date
In 20251
Descriptor
Bayesian Statistics1
Factor Analysis1
Predictor Variables1
Regression (Statistics)1
Social Science Research1
Sociology1
Statistical Analysis1
Source
Sociological Methods &…1
Author
Edoardo Costantini1
Klaas Sijtsma1
Kyle M. Lang1
Tim Reeskens1
Publication Type
Journal Articles1
Reports - Research1
Education Level
Audience
Location
Laws, Policies, & Programs
Assessments and Surveys
What Works Clearinghouse Rating
Showing one result Save | Export
High-Dimensional Imputation for the Social Sciences: A Comparison of State-of-the-Art Methods
Peer reviewed Peer reviewed
Direct linkDirect link
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