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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)

收录:

Scopus SCIE

摘要:

In this paper, we propose a flexible single-index partially functional linear regression model, which combines single-index model with functional linear regression model. All the unknown functions are estimated by B-spline approximation. Under some mild conditions, the convergence rates and asymptotic normality of the estimators are obtained. Finally, simulation studies and a real data analysis are conducted to investigate the performance of the proposed methodologies.

关键词:

B-spline Functional data analysis Functional linear regression model Single-index 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, Shanxi, 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 :

STATISTICAL PAPERS

ISSN: 0932-5026

年份: 2020

期: 3

卷: 61

页码: 1107-1123

1 . 3 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:15

JCR分区:2

被引次数:

WoS核心集被引频次: 21

SCOPUS被引频次: 19

ESI高被引论文在榜: 2 展开所有

  • 2020-9
  • 2020-7

万方被引频次:

中文被引频次:

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