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Finite sample properties of multiple imputation estimators

2004/04/01 by Jae Kwang Kim · 2 citations
Mathematics · #Advanced Statistical Methods and Models #Statistical Methods and Bayesian Inference #Survey Sampling and Estimation Techniques #math.ST #msc:62D05 #msc:62J99 #stat.TH

paper · pdf · doi:10.1214/009053604000000175

published as Annals of Statistics 2004, Vol. 32, No. 2, 766-783

openalex publication_date 2004/04/01 · arxiv created 2004/06/23 · arxiv updated 2009/12/01 · openalex created_date 2016/06/24 · openalex updated_date 2026/07/28

Abstract

Finite sample properties of multiple imputation estimators under the linear regression model are studied. The exact bias of the multiple imputation variance estimator is presented. A method of reducing the bias is presented and simulation is used to make comparisons. We also show that the suggested method can be used for a general class of linear estimators.

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