Monge-Kantorovich Depth, Quantiles, Ranks, and Signs

29 December 2014

Papers citing "Monge-Kantorovich Depth, Quantiles, Ranks, and Signs"

47 / 47 papers shown

Title
A primer on optimal transport for causal inference with observational data Florian F Gunsilius OT CML 87 0 0 10 Mar 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 69 3 0 05 Feb 2025
Deep Generative Quantile Bayes Jungeum Kim Percy S. Zhai Veronika Rockova 51 0 0 10 Oct 2024
Local Identification in Instrumental Variable Multivariate Quantile Regression Models Haruki Kono 13 0 0 21 Jan 2024
Fast kernel half-space depth for data with non-convex supports Arturo Castellanos Pavlo Mozharovskyi Florence dÁlché-Buc Hicham Janati MDE 28 0 0 21 Dec 2023
A New Perspective On Denoising Based On Optimal Transport Nicolas García Trillos Bodhisattva Sen OOD OT 43 0 0 13 Dec 2023
Toward Stronger Textual Attack Detectors Pierre Colombo Marine Picot Nathan Noiry Guillaume Staerman Pablo Piantanida 62 5 0 21 Oct 2023
Monge-Kantorovich superquantiles and expected shortfalls with applications to multivariate risk measurements Bernard Bercu Jérémie Bigot Gauthier Thurin 40 0 0 04 Jul 2023
Regularity of center-outward distribution functions in non-convex domains E. del Barrio Alberto González Sanz 26 7 0 29 Mar 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control Jacopo Teneggi Matthew Tivnan J. W. Stayman Jeremias Sulam DiffM 35 28 0 07 Feb 2023
A Bipartite Ranking Approach to the Two-Sample Problem Stéphan Clémenccon Myrto Limnios Nicolas Vayatis 27 2 0 07 Feb 2023
Stochastic optimal transport in Banach Spaces for regularized estimation of multivariate quantiles Bernard Bercu Jérémie Bigot Gauthier Thurin 39 2 0 02 Feb 2023
Minimax estimation of discontinuous optimal transport maps: The semi-discrete case Aram-Alexandre Pooladian Vincent Divol Jonathan Niles-Weed OT 27 20 0 26 Jan 2023
Nonparametric Measure-Transportation-Based Methods for Directional Data Marc Hallin Han Liu Thomas Verdebout OT 28 10 0 20 Dec 2022
Optimal transport map estimation in general function spaces Vincent Divol Jonathan Niles-Weed Aram-Alexandre Pooladian OT 40 22 0 07 Dec 2022
Center-Outward Multiple-Output Lorenz Curves and Gini Indices a measure transportation approach Marc Hallin Gilles Mordant 33 8 0 19 Nov 2022
A survey of some recent developments in measures of association S. Chatterjee 19 14 0 09 Nov 2022
Decorrelation with conditional normalizing flows Samuel Klein T. Golling 40 4 0 04 Nov 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 41 3 0 23 Sep 2022
Another look at halfspace depth: Flag halfspaces with applications Dušan Pokorný Petra Laketa Stanislav Nagy MDE 21 5 0 23 Sep 2022
Center-outward Rank- and Sign-based VARMA Portmanteau Tests: Chitturi, Hosking, and Li--McLeod revisited Marc Hallin Han Liu 41 7 0 25 Aug 2022
Limit Theorems for Entropic Optimal Transport Maps and the Sinkhorn Divergence Ziv Goldfeld Kengo Kato Gabriel Rioux Ritwik Sadhu 52 27 0 18 Jul 2022
A universal robustification procedure Riccardo Passeggeri Nancy Reid 18 0 0 14 Jun 2022
An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation Jingyi Zhang Cheng Meng Jun Yu Mengrui Zhang Wenxuan Zhong Ping Ma OT 37 12 0 31 May 2022
Fast Nonlinear Vector Quantile Regression Aviv A. Rosenberg S. Vedula Yaniv Romano A. Bronstein 30 7 0 30 May 2022
Statistical inference with regularized optimal transport Ziv Goldfeld Kengo Kato Gabriel Rioux Ritwik Sadhu OT 49 34 0 09 May 2022
Discussion of 'Multivariate Fisher's independence test for multivariate dependence' Thomas B. Berrett 42 0 0 02 May 2022
Nonparametric Multiple-Output Center-Outward Quantile Regression E. del Barrio Alberto González Sanz Marc Hallin 27 28 0 25 Apr 2022
An improved central limit theorem and fast convergence rates for entropic transportation costs E. del Barrio Alberto González Sanz Jean-Michel Loubes Jonathan Niles-Weed OT 34 32 0 19 Apr 2022
A Unifying Framework for Some Directed Distances in Statistics M. Broniatowski W. Stummer FedML 21 1 0 02 Mar 2022
Multivariate Quantile Function Forecaster Kelvin K. Kan Franccois-Xavier Aubet Tim Januschowski Youngsuk Park Konstantinos Benidis Lars Ruthotto Jan Gasthaus AI4TS 39 22 0 23 Feb 2022
Empirical Optimal Transport between Different Measures Adapts to Lower Complexity Shayan Hundrieser Thomas Staudt Axel Munk OT 41 22 0 21 Feb 2022
Eikonal depth: an optimal control approach to statistical depths M. Molina-Fructuoso Ryan W. Murray MDE 31 4 0 14 Jan 2022
On the Finite-Sample Performance of Measure Transportation-Based Multivariate Rank Tests Marc Hallin Gilles Mordant 31 12 0 08 Nov 2021
Boundary Estimation from Point Clouds: Algorithms, Guarantees and Applications Jeff Calder Sangmin Park D. Slepčev 3DPC 35 10 0 05 Nov 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 53 33 0 02 Oct 2021
Halfspace depth for general measures: The ray basis theorem and its consequences Petra Laketa Stanislav Nagy MDE 16 6 0 31 May 2021
Fully distribution-free center-outward rank tests for multiple-output regression and MANOVA Marc Hallin D. Hlubinka Š. Hudecová 37 34 0 30 Jul 2020
Center-Outward R-Estimation for Semiparametric VARMA Models Marc Hallin Davide La Vecchia Han Liu 35 37 0 18 Oct 2019
Quantitative stability of optimal transport maps and linearization of the 2-Wasserstein space Q. Mérigot Alex Delalande Frédéric Chazal OT 8 44 0 14 Oct 2019
Multivariate Rank-based Distribution-free Nonparametric Testing using Measure Transportation Nabarun Deb B. Sen 52 130 0 18 Sep 2019
Empirical Regularized Optimal Transport: Statistical Theory and Applications M. Klatt Carla Tameling Axel Munk OT 44 59 0 23 Oct 2018
On the Continuity of Center-Outward Distribution and Quantile Functions Alessio Figalli 15 53 0 13 May 2018
Understanding GANs: the LQG Setting S. Feizi Changho Suh F. Xia David Tse 42 63 0 30 Oct 2017
Halfspace depths for scatter, concentration and shape matrices D. Paindaveine Germain Van Bever 33 21 0 20 Apr 2017
A statistical analysis of a deformation model with Wasserstein barycenters : estimation procedure and goodness of fit test E. del Barrio H. Lescornel Jean-Michel Loubes 12 16 0 26 Aug 2015
Semiparametrically efficient rank-based inference for shape II. Optimal R-estimation of shape Marc Hallin H. Oja D. Paindaveine 108 99 0 01 Aug 2007