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20052026
most citedMultivariate quantiles and multiple-output regression quantiles: From optimization to halfspace depth

252 citations · 1.3k across the 41 of their papers we have counts for

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8 papers · 1 filter

stat.ME2022★ 8 cited

Nonparametric Multiple-Output Center-Outward Quantile Regression

Eustasio del Barrio, Alberto Gonzalez Sanz, Marc Hallin

Based on the novel concept of multivariate center-outward quantiles introduced recently in Chernozhukov et al. (2017) and Hallin et al. (2021), we are considering the problem of no…

stat.ME2020

Multivariate goodness-of-Fit tests based on Wasserstein distance

Marc Hallin, Gilles Mordant, Johan Segers

Goodness-of-fit tests based on the empirical Wasserstein distance are proposed for simple and composite null hypotheses involving general multivariate distributions. For group fami…

stat.ME2020

M-estimation in GARCH Models in the Absence of Higher-Order Moments

Marc Hallin, Hang Liu, Kanchan Mukherjee

We consider a class of M-estimators of the parameters of a GARCH (p,q) model. These estimators involve score functions and, for adequate choices of the score functions, are asympto…

stat.ME2019

Center-outward quantiles and the measurement of multivariate risk

Jan Beirlant, Sven Buitendag, Eustasio del Bario +1

All multivariate extensions of the univariate theory of risk measurement run into the same fundamental problem of the absence, in dimension d > 1, of a canonical ordering of Rd. Ba…

stat.ME2019★ 1 cited

Optimal tests for elliptical symmetry: specified and unspecified location

Sladana Babic, Laetitia Gelbgras, Marc Hallin +1

Although the assumption of elliptical symmetry is quite common in multivariate analysis and widespread in a number of applications, the problem of testing the null hypothesis of el…

stat.ME2018★ 8 cited

Center-Outward Distribution Functions, Quantiles, Ranks, and Signs in

Eustasio del Barrio, Juan A. Cuesta-Albertos, Marc Hallin +1

Univariate concepts as quantile and distribution functions involving ranks and signs, do not canonically extend to . Palliating that has generated an abundan…