Robust alternative to statistical efficiency

1 · Andrey Akinshin · June 1, 2021, 6:04 p.m.
Statistical efficiency is a common measure of the quality of an estimator. Typically, it’s expressed via the mean square error (\(\operatorname{MSE}\)). For the given estimator \(T\) and the true parameter value \(\theta\), the \(\operatorname{MSE}\) can be expressed as follows: \[\operatorname{MSE}(T) = \operatorname{E}[(T-\theta)^2] \] In numerical simulations, the \(\operatorname{MSE}\) can’t be used as a robust metric because its breakdown point is zero (a corruption of a single measurement ...