Optimal testing for additivity in multiple nonparametric regression

被引:7
|
作者
Abramovich, Felix [1 ]
De Feis, Italia [2 ]
Sapatinas, Theofanis [3 ]
机构
[1] Tel Aviv Univ, Dept Stat & Operat Res, IL-69978 Tel Aviv, Israel
[2] CNR, Sez Napoli, Ist Applicaz Calcolo Mauro Picone, I-80131 Naples, Italy
[3] Univ Cyprus, Dept Math & Stat, CY-1678 Nicosia, Cyprus
关键词
Additive models; Functional hypothesis testing; Minimax testing; Nonparametric regression; Wavelets; WAVELET SHRINKAGE; SERIES ESTIMATION; MODELS; INTEGRATION; SELECTION; FOURIER;
D O I
10.1007/s10463-007-0164-y
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
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.
引用
收藏
页码:691 / 714
页数:24
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