The multiple imputation procedure and its justification

In this chapter, the authors set out the multiple imputation (MI) procedure, initially from an intuitive standpoint. They then give a more theoretical outline of MI from a Bayesian perspective and its frequentist properties in so-called congenial settings. The authors discuss the choice of the number of imputations. They consider some simple examples, deriving the frequentist variance of the MI es…