August 2021
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400 Reads
The asymptotic variance and normality of a general class of nearest neighbor based residual variance estimators is analyzed. Based on the asymptotic results, a method for estimating confidence intervals is proposed and demonstrated via empirical simulations. The computation is easy to implement using an auxiliary estimator and a simulation technique to precompute asymptotic coefficients.