Finite sample properties of multiple imputation estimators

Details Finite sample properties of multiple imputation estimators Finite sample properties of multiple imputation estimators

2004-06-23

arxiv.org/abs/math/0406453v1

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

Mathematics

Statistics Theory

Scientific paper

10.1214/009053604000000175

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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