Distributionally robust halfspace depth

Jevgenijs Ivanovs, Pavlo Mozharovskyi

Tukey's halfspace depth can be seen as a stochastic program and as such it is not guarded against optimizer's curse, so that a limited training sample may easily result in a poor o…