arXiv:math/0406453 [math.ST]AbstractReferencesReviewsResources
Finite sample properties of multiple imputation estimators
Published 2004-06-23Version 1
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.
Journal: Annals of Statistics 2004, Vol. 32, No. 2, 766-783
Keywords: finite sample properties, multiple imputation estimators, multiple imputation variance estimator, linear regression model, exact bias
Tags: journal article
Related articles: Most relevant | Search more
arXiv:1512.06290 [math.ST] (Published 2015-12-19)
On the finite Sample Properties of Regularized M-estimators
arXiv:2410.00429 [math.ST] (Published 2024-10-01)
Optimal Designs for Regression on Lie Groups
arXiv:1602.05801 [math.ST] (Published 2016-02-18)
Leave-one-out prediction intervals in linear regression models with many variables