One-Way anova for Functional Data via Globalizing the Pointwise F-test

被引:75
|
作者
Zhang, Jin-Ting [1 ]
Liang, Xuehua [1 ]
机构
[1] Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117548, Singapore
关键词
F-type test; one-way anova for functional data; L2-norm-based test; pointwise F-test; Welch-Satterthwaite chi 2-approximation; STATISTICAL INFERENCES; LINEAR-MODELS; RESPONSES;
D O I
10.1111/sjos.12025
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
In this paper, we propose and study a new global test, namely, GPF test, for the one-way anova problem for functional data, obtained via globalizing the usual pointwise F-test. The asymptotic random expressions of the test statistic are derived, and its asymptotic power is investigated. The GPF test is shown to be root-n consistent. It is much less computationally intensive than a parametric bootstrap test proposed in the literature for the one-way anova for functional data. Via some simulation studies, it is found that in terms of size-controlling and power, the GPF test is comparable with two existing tests adopted for the one-way anova problem for functional data. A real data example illustrates the GPF test.
引用
收藏
页码:51 / 71
页数:21
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