English

On the monotonicity of copula-based conditional distributions

Statistics Theory 2019-02-07 v2 Statistics Theory

Abstract

In this paper, we find necessary and sufficient conditions so that copula-based conditional distributions of a response variable with respect to covariates, are ordered with respect to the simple stochastic order introduced by Lehmann. These conditions do not depend on the marginal distributions of the random variables. As a result, we have conditions to ensure that the conditional mean and conditional quantiles are monotonic with respect to the covariates.

Keywords

Cite

@article{arxiv.1902.00050,
  title  = {On the monotonicity of copula-based conditional distributions},
  author = {Bouchra R. Nasri and Bruno N. Remillard},
  journal= {arXiv preprint arXiv:1902.00050},
  year   = {2019}
}

Comments

Some work has been done by other authors. We need to add these references and modify the paper accordingly

R2 v1 2026-06-23T07:28:43.444Z