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Optimal testing for additivity in multiple nonparametric regression

Articolo
Data di Pubblicazione:
2009
Abstract:
We consider the problem of testing for additivity in the standard multiple nonparametric regression model. We derive optimal (in the minimax sense) non- adaptive and adaptive hypothesis testing procedures for additivity against the composite nonparametric alternative that the response function involves interactions of second or higher orders separated away from zero in L 2([0, 1] d )-norm and also possesses some smoothness properties. In order to shed some light on the theoretical results obtained, we carry out a wide simulation study to examine the finite sample performance of the proposed hypothesis testing procedures and compare them with a series of other tests for additivity available in the literature.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Additive models; Functional hypothesis testing; Minimax testing; Nonparametric regression; Wavelets
Elenco autori:
DE FEIS, Italia
Autori di Ateneo:
DE FEIS ITALIA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/116507
Pubblicato in:
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS
Journal
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