Quantiles as minimizers

Abstract

A real random variable admits median(s) and quantiles. These values minimize convex functions on $\mathbb{R}$. We show by "Convex Analysis" arguments that the function to be minimized is very natural. The relationship with some notions about functions of bounded variation developed by J.J.~Moreau is emphasized.