A Fully Conditional Specification Approach to Multilevel Imputation of Categorical and Continuous Variables
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DOI: 10.1037/met0000148
Abstract: Abstract Specialized imputation routines for multilevel data are widely available in software packages, but these methods are generally not equipped to handle a wide range of complexities that are typical of behavioral science data. In… read more here.
Keywords: conditional specification; fully conditional; imputation; specification approach ... See more keywords
Relative efficiency of joint-model and full-conditional-specification multiple imputation when conditional models are compatible: The general location model
Sign Up to like & getrecommendations! Published in 2018 at "Statistical Methods in Medical Research"
DOI: 10.1177/0962280216665872
Abstract: Estimating the parameters of a regression model of interest is complicated by missing data on the variables in that model. Multiple imputation is commonly used to handle these missing data. Joint model multiple imputation and… read more here.
Keywords: imputation; conditional specification; multiple imputation; joint model ... See more keywords