Affine-Invariant Integrated Rank-Weighted Depth: Definition, Properties and Finite Sample Analysis

Guillaume Staerman, Pavlo Mozharovskyi, Stéphan Clémençon

Because it determines a center-outward ordering of observations in ${\mathbb{R}}^d$ with $d\ge 2$, the concept of statistical depth permits to define quantiles and ranks for multiva…