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作者:

Li, Gaorong (Li, Gaorong.) (学者:李高荣) | Peng, Heng (Peng, Heng.) | Dong, Kai (Dong, Kai.) | Tong, Tiejun (Tong, Tiejun.)

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Scopus SCIE

摘要:

In this paper, we propose simultaneous confidence bands for the nonparametric link function in single-index models in the presence of a nuisance index parameter. We establish the asymptotic properties for the link function and its derivative that allow simultaneous confidence bands for various inference tasks. In addition, we propose an adaptive Neyman test statistic for testing the linearity of the link function. We then conduct simulation studies to evaluate the performance of the proposed method, and apply them to two data sets for illustration.

关键词:

Adaptive Neyman test difference-based estimator local linear smoother residual variance simultaneous confidence band single-index model

作者机构:

  • [ 1 ] [Li, Gaorong]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Peng, Heng]Hong Kong Baptist Univ, Dept Math, Hong Kong, Hong Kong, Peoples R China
  • [ 3 ] [Dong, Kai]Hong Kong Baptist Univ, Dept Math, Hong Kong, Hong Kong, Peoples R China
  • [ 4 ] [Tong, Tiejun]Hong Kong Baptist Univ, Dept Math, Hong Kong, Hong Kong, Peoples R China

通讯作者信息:

  • 李高荣

    [Li, Gaorong]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

STATISTICA SINICA

ISSN: 1017-0405

年份: 2014

期: 2

卷: 24

页码: 937-955

1 . 4 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:56

JCR分区:2

中科院分区:2

被引次数:

WoS核心集被引频次: 28

SCOPUS被引频次: 31

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 1

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