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作者:

Yu, Ping (Yu, Ping.) | Du, Jiang (Du, Jiang.) (学者:杜江) | Zhang, Zhongzhan (Zhang, Zhongzhan.) (学者:张忠占)

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Scopus SCIE

摘要:

In this paper, we introduce a new varying-coefficient partially functional linear quantile regression model, which combines varying-coefficient quantile regression model with functional linear quantile regression model. The functional principal component basis and regression splines are employed to estimate the slope function and varying-coefficient functions, respectively, and the convergence rates of the estimators are obtained under some regularity conditions. Simulations and an illustrative real example are presented. (C) 2017 The Korean Statistical Society. Published by Elsevier B.V. All rights reserved.

关键词:

B-splines Functional data analysis Functional linear quantile regression model Functional principal component analysis Varying-coefficient quantile model

作者机构:

  • [ 1 ] [Yu, Ping]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Zhongzhan]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Yu, Ping]Shanxi Normal Univ, Sch Math & Comp Sci, Linfen 041000, Peoples R China
  • [ 5 ] [Du, Jiang]Collaborat Innovat Ctr Capital Social Construct &, Beijing 100124, Peoples R China
  • [ 6 ] [Zhang, Zhongzhan]Collaborat Innovat Ctr Capital Social Construct &, Beijing 100124, Peoples R China

通讯作者信息:

  • 张忠占

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

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来源 :

JOURNAL OF THE KOREAN STATISTICAL SOCIETY

ISSN: 1226-3192

年份: 2017

期: 3

卷: 46

页码: 462-475

0 . 6 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:39

中科院分区:4

被引次数:

WoS核心集被引频次: 15

SCOPUS被引频次: 13

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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