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Monge-Kantorovich depth, quantiles, ranks and signs

Authors: Victor Chernozhukov , Alfred Galichon , Marc Hallin and Marc Henry
Date: 22 September 2015
Type: cemmap Working Paper, CWP57/15
DOI: 10.1920/wp.cem.2015.5715

Abstract

We propose new concepts of statistical depth, multivariate quantiles, vector quantiles and ranks, ranks, and signs, based on canonical transportation maps between a distribution of interest on Rd and a reference distribution on the d-dimensional unit ball. The new depth concept, called Monge-Kantorovich depth, specializes to halfspace depth for d = 1 and in the case of spherical distributions, but, for more general distributions, differs from the latter in the ability for its contours to account for non convex features of the distribution of interest. We propose empirical counterparts to the population versions of those Monge-Kantorovich depth contours, quantiles, ranks, signs, and vector quantiles and ranks, and show their consistency by establishing a uniform convergence property for empirical (forward and reverse) transport maps, which is the main theoretical result of this paper.

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Victor Chernozhukov, Alfred Galichon, Marc Hallin and Marc Henry January 2015, Monge-Kantorovich depth, quantiles, ranks and signs, cemmap Working Paper, CWP04/15, IFS

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