English

Multivariate quantiles and multivariate L-moments

Statistics Theory 2015-01-14 v2 Probability Statistics Theory

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.

Keywords

Cite

@article{arxiv.1409.6013,
  title  = {Multivariate quantiles and multivariate L-moments},
  author = {Alexis Decurninge},
  journal= {arXiv preprint arXiv:1409.6013},
  year   = {2015}
}

Comments

45 pages

R2 v1 2026-06-22T06:01:52.799Z