Testing monotonicity of regression

110Citations
Citations of this article
52Readers
Mendeley users who have this article in their library.
Get full text

Abstract

We consider the problem of testing monotonicity of the regression function in a nonparametric regression model. We introduce test statistics that are functionals of a certain natural U-process. We study the limiting distribution of these test statistics through strong approximation methods and the extreme value theory for Gaussian processes. We show that the tests are consistent against general alternatives.

Cite

CITATION STYLE

APA

Ghosal, S., Sen, A., & Van Der Vaart, A. W. (2000). Testing monotonicity of regression. Annals of Statistics, 28(4), 1054–1082. https://doi.org/10.1214/aos/1015956707

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Save time finding and organizing research with Mendeley

Sign up for free