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Inference for imputation estimators. (English) Zbl 0974.62016

Summary: We derive an estimator of the asymptotic variance of both single and multiple imputation estimators. We assume a parametric imputation model but allow for non- and semiparametric analysis models. Our variance estimator, in contrast to the estimator proposed by D.B. Rubin [Multiple imputation for nonresponse in surveys. (1987)], is consistent even when the imputation and analysis models are misspecified and incompatible with one another.

MSC:

62F10 Point estimation
62F12 Asymptotic properties of parametric estimators
65C60 Computational problems in statistics (MSC2010)
62H12 Estimation in multivariate analysis