Monge–Kantorovich depth, quantiles, ranks and signs

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- Kantoro...

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Bibliographic Details
Main Authors: Galichon, Alfred, Hallin, Marc, Henry, Marc, Chernozhukov, Victor V
Other Authors: Massachusetts Institute of Technology. Department of Economics
Format: Article
Published: Institute of Mathematical Statistics 2018
Online Access:http://hdl.handle.net/1721.1/113890
https://orcid.org/0000-0002-3250-6714