Rao-Blackwellization
= Rao-Blackwellization
{c}
Replace an estimator by its <conditional expectation> given selected information. The mean is unchanged and the variance cannot increase, by the <law of total variance>. In simulation this produces <conditional Monte Carlo> estimators. Sufficiency is needed for the classical inferential strengthening, but not for the elementary variance reduction identity.