Testing nonparametric shape restrictions
Komarova, Tatiana
; and Hidalgo, Javier
(2023)
Testing nonparametric shape restrictions.
Annals of Statistics, 51 (6).
2299 - 2317.
ISSN 0090-5364
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 |
|---|---|
| Keywords | B-splines,concavity,convexity,convexity in means,CUSUM transformation,distribution-free estimation,log-convexity,Monotonicity,quasi-convexity,U-shape,AAM requested |
| Departments | Economics |
| DOI | 10.1214/23-AOS2311 |
| Date Deposited | 18 Jan 2024 13:36 |
| URI | https://researchonline.lse.ac.uk/id/eprint/121410 |
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ORCID: https://orcid.org/0000-0002-6581-5097