Testing nonparametric shape restrictions
Komarova, T.
& Hidalgo, J.
(2023).
Testing nonparametric shape restrictions.
Annals of Statistics,
51(6), 2299 - 2317.
https://doi.org/10.1214/23-AOS2311
We describe and examine a test for a general class of shape constraints, such as signs of derivatives, U-shape, quasi-convexity, log-convexity, among others, in a nonparametric framework using partial sums empirical processes. We show that, after a suitable transformation, its asymptotic distribution is a functional of a Brownian motion index by the c.d.f. of the regressor. As a result, the test is distribution-free and critical values are readily available. However, due to the possible poor approximation of the asymptotic critical values to the finite sample ones, we also describe a valid bootstrap algorithm.
| Item Type | Article |
|---|---|
| Copyright holders | © Institute of Mathematical Statistics, 2023. |
| Departments | LSE > Academic Departments > Economics |
| DOI | 10.1214/23-AOS2311 |
| Date Deposited | 18 Jan 2024 |
| Acceptance Date | 04 Dec 2023 |
| URI | https://researchonline.lse.ac.uk/id/eprint/121410 |
Explore Further
- https://www.scopus.com/pages/publications/85181941005 (Scopus publication)
- https://www.lse.ac.uk/economics/people/faculty/havier-hidalgo (Author)
- https://projecteuclid.org/journals/annals-of-stati... (Official URL)
ORCID: https://orcid.org/0000-0002-6581-5097