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作者:

Xiao Juxia (Xiao Juxia.) | Xie Tianfa (Xie Tianfa.) | Zhang Zhongzhan (Zhang Zhongzhan.) (学者:张忠占)

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SCIE

摘要:

Currently, working with partially observed functional data has attracted a greatly increasing attention, since there are many applications in which each functional curve may be observed only on a subset of a common domain, and the incompleteness makes most existing methods for functional data analysis ineffective. In this paper, motivated by the appealing characteristics of conditional quantile regression, the authors consider the functional linear quantile regression, assuming the explanatory functions are observed partially on dense but discrete point grids of some random subintervals of the domain. A functional principal component analysis (FPCA) based estimator is proposed for the slope function, and the convergence rate of the estimator is investigated. In addition, the finite sample performance of the proposed estimator is evaluated through simulation studies and a real data application.

关键词:

Conditional quantile regression functional data analysis functional principal component analysis incomplete curves

作者机构:

  • [ 1 ] [Xiao Juxia]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Xie Tianfa]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang Zhongzhan]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Xiao Juxia]Shanxi Normal Univ, Sch Math & Comp Sci, Linfen 041000, Shanxi, Peoples R China

通讯作者信息:

  • 张忠占

    [Zhang Zhongzhan]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China

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来源 :

JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY

ISSN: 1009-6124

年份: 2021

2 . 1 0 0

JCR@2022

ESI高被引阀值:5

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WoS核心集被引频次: 0

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