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Author:

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

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

  • 张忠占

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

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Source :

JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY

ISSN: 1009-6124

Year: 2021

Issue: 1

Volume: 35

Page: 313-341

2 . 1 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:31

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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