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Multivariate quantiles and multivariate L-moments

Abstract

Univariate L-moments are expressed as projections of the quantile function onto an orthogonal basis of polynomials in L2([0;1],R)L_2([0;1],\mathbb{R}). We present multivariate versions of L-moments expressed as collections of orthogonal projections of a multivariate quantile function on a basis of multivariate polynomials in L2([0;1]d,R)L_2([0;1]^d,\mathbb{R}). We propose to consider quantile functions defined as transport from the uniform distribution on [0;1]d[0;1]^d onto the distribution of interest. In particular, we present the quantiles defined by the transport of Rosenblatt and the optimal transport and the properties of the subsequent L-moments.

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