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 $L_2([0;1],\mathbb{R})$. 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 $L_2([0;1{]}^d,\mathbb{R})$. We propose to consider quantile functions defined as transport from the uniform distribution on $[0;1{]}^d$ 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.

45 pages

Cited by in corpus (1)

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