The square root rule for adaptive importance sampling

Art B. Owen, Yi Zhou

In adaptive importance sampling, and other contexts, we have $K>1$ unbiased and uncorrelated estimates ${\hat{\mu }}_k$ of a common quantity $\mu$. The optimal unbiased linear combination w…