Normal variance mismatch in importance sampling
ID: normal-variance-mismatch-in-importance-sampling
For target and proposal , this is the importance weight. Assuming only , the weighted estimator has guaranteed finite variance for , since . For every , choosing with gives finite target second moment but infinite weighted second moment. With the additional assumption that is bounded, the sufficient range is instead . The integrand hypothesis therefore matters.
New to topics? Read the docs here!