MULTIVARIATE QUANTILES AND MULTIPLE-OUTPUT REGRESSION QUANTILES: FROM L ₁ OPTIMIZATION TO HALFSPACE DEPTH [with Discussion and Rejoinder] M Hallin, D Paindaveine, M Šiman, Y Wei, R Serfling, Y Zuo, L Kong, ... The Annals of Statistics, 635-703, 2010 | 159 | 2010 |

Semiparametrically efficient rank-based inference for shape. I. Optimal rank-based tests for sphericity M Hallin, D Paindaveine The annals of statistics 34 (6), 2707-2756, 2006 | 121 | 2006 |

Optimal tests for multivariate location based on interdirections and pseudo-Mahalanobis ranks M Hallin, D Paindaveine The Annals of Statistics 30 (4), 1103-1133, 2002 | 116 | 2002 |

Semiparametrically efficient rank-based inference for shape. II. Optimal R-estimation of shape M Hallin, H Oja, D Paindaveine The Annals of Statistics 34 (6), 2757-2789, 2006 | 78 | 2006 |

A canonical definition of shape D Paindaveine Statistics & probability letters 78 (14), 2240-2247, 2008 | 74 | 2008 |

From depth to local depth: a focus on centrality D Paindaveine, G Van Bever Journal of the American Statistical Association 108 (503), 1105-1119, 2013 | 72 | 2013 |

On families of distributions with shape parameters MC Jones International Statistical Review 83 (2), 175-192, 2015 | 57* | 2015 |

Computing multiple-output regression quantile regions D Paindaveine, M Šiman Computational Statistics & Data Analysis 56 (4), 840-853, 2012 | 55 | 2012 |

Affine-invariant aligned rank tests for the multivariate general linear model with VARMA errors M Hallin, D Paindaveine Journal of Multivariate Analysis 93 (1), 122-163, 2005 | 53* | 2005 |

Optimal rank-based testing for principal components M Hallin, D Paindaveine, T Verdebout The Annals of Statistics 38 (6), 3245-3299, 2010 | 52 | 2010 |

Affine-invariant aligned rank tests for the multivariate general linear model with VARMA errors M Hallin, D Paindaveine Journal of Multivariate Analysis 93 (1), 122-163, 2005 | 51 | 2005 |

Optimal procedures based on interdirections and pseudo-Mahalanobis ranks for testing multivariate elliptic white noise against ARMA dependence M Hallin, D Paindaveine Bernoulli 8 (6), 787-815, 2002 | 47 | 2002 |

Semiparametrically efficient inference based on signed ranks in symmetric independent component models P Ilmonen, D Paindaveine the Annals of Statistics 39 (5), 2448-2476, 2011 | 46 | 2011 |

Probit transformation for nonparametric kernel estimation of the copula density G Geenens, A Charpentier, D Paindaveine Bernoulli 23 (3), 1848-1873, 2017 | 45 | 2017 |

On directional multiple-output quantile regression D Paindaveine, M Šiman Journal of Multivariate Analysis 102 (2), 193-212, 2011 | 45 | 2011 |

Rank-based optimal tests of the adequacy of an elliptic VARMA model M Hallin, D Paindaveine The Annals of Statistics 32 (6), 2642-2678, 2004 | 45 | 2004 |

On the singularity of multivariate skew-symmetric models C Ley, D Paindaveine Journal of Multivariate Analysis 101 (6), 1434-1444, 2010 | 43 | 2010 |

Nonparametrically consistent depth-based classifiers D Paindaveine, G Van Bever Bernoulli 21 (1), 62-82, 2015 | 39 | 2015 |

Optimal signed-rank tests based on hyperplanes H Oja, D Paindaveine Journal of Statistical Planning and Inference 135 (2), 300-323, 2005 | 38 | 2005 |

Selecting a sequence of last successes in independent trials FT Bruss, D Paindaveine | 37 | 2000 |