A prelude to statistics arising from optimal transport theory

Author:

Nguyen Hung T.

Abstract

PurposeThis paper aims to offer a tutorial/introduction to new statistics arising from the theory of optimal transport to empirical researchers in econometrics and machine learning.Design/methodology/approachPresenting in a tutorial/survey lecture style to help practitioners with the theoretical material.FindingsThe tutorial survey of some main statistical tools (arising from optimal transport theory) should help practitioners to understand the theoretical background in order to conduct empirical research meaningfully.Originality/valueThis study is an original presentation useful for new comers to the field.

Publisher

Emerald

Subject

General Energy

Reference24 articles.

1. Distributions of random sets and random selections;Israel Journal of Mathematics,1983

2. On multivariate quantiles under partial order;The Annals of Statistics,2011

3. Polar factorization and monotone rearrangement of vector-valued functions;Communications on Pure and Applied Mathematics,1991

4. Statistical modeling: the two cultures;Statistical Science,2001

5. Vector quantile regression: an optimal transport approach;The Annals of Statistics,2016

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