MULTIVARIATE QUANTILES AND MULTIPLE-OUTPUT REGRESSION QUANTILES: FROM L1 OPTIMIZATION TO HALFSPACE DEPTH

A new multivariate concept of quantile, based on a directional version of Koenker and Bassett's traditional regression quantiles, is introduced for multivariate location and multiple-output regression problems. In their empirical version, those quantiles can be computed efficiently via linear p...

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Veröffentlicht in:The Annals of statistics 2010-04, Vol.38 (2), p.635-703
Hauptverfasser: HALLIN, Marc, PAINDAVEINE, Davy, SIMAN, Miroslav
Format: Artikel
Sprache:eng
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