• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Hu, Yuping (Hu, Yuping.) | Wang, Yilun (Wang, Yilun.) | Zhang, Liying (Zhang, Liying.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根)

收录:

SCIE

摘要:

In this paper, based on spatial autoregression and partial functional linear regression, we introduce a new varying-coefficient partial functional spatial autoregressive model. The functional principal component analysis and B-spline are adopted to approximate the slope function and varying-coefficient functions respectively. Then, the instrumental variable method gives final estimators. Under some regular conditions, we further study the asymptotic normality of the parameter and the convergence rates of slope function and coefficient functions. Lastly, the finite sample performance of the proposed methodology is evaluated by simulation studies and a practical data example.

关键词:

B-spline Functional data analysis functional principal component analysis instrumental variable spatial autoregression varying-coefficient partial functional regressive model

作者机构:

  • [ 1 ] [Hu, Yuping]Zhengzhou Univ, Sch Math & Stat, Zhengzhou, Peoples R China
  • [ 2 ] [Wang, Yilun]Zhengzhou Univ, Sch Math & Stat, Zhengzhou, Peoples R China
  • [ 3 ] [Zhang, Liying]Zhengzhou Univ, Sch Math & Stat, Zhengzhou, Peoples R China
  • [ 4 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

通讯作者信息:

  • [Zhang, Liying]Zhengzhou Univ, Sch Math & Stat, Zhengzhou, Peoples R China

电子邮件地址:

查看成果更多字段

相关关键词:

相关文章:

来源 :

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS

ISSN: 0361-0926

年份: 2021

0 . 8 0 0

JCR@2022

ESI高被引阀值:5

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次:

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: 2

归属院系:

在线人数/总访问数:2772/2925795
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司