Finite sample properties of multiple imputation estimators

Preprint

23 June 2004

preprint
Published by arXiv in arXiv

https://doi.org/10.48550/arXiv.math/0406453

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.

Keywords

MULTIPLE IMPUTATION ESTIMATORS
FINITE SAMPLE PROPERTIES
PROPERTIES OF MULTIPLE
SAMPLE PROPERTIES
LINEAR REGRESSION
ESTIMATORS FINITE

All Related Versions

Version 1, 2004-06-23, ArXiv
Published version: The Annals of Statistics, 32 (2), 766.

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