Distance-based Depths for Directional Data

Giuseppe Pandolfo, Davy Paindaveine, Giovanni Porzio

Directional data are constrained to lie on the unit sphere of~${\mathbb{R}}^q$ for some~$q\ge 2$. To address the lack of a natural ordering for such data, depth functions have been…