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