Robust Mean Estimation for Optimization: The Impact of Heavy Tails

Bart P. G. van Parys, Bert Zwart

We consider the problem of constructing a least conservative estimator of the expected value $\mu$ of a non-negative heavy-tailed random variable. We require that the probability of…