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作者:

Du, Jiang (Du, Jiang.) (学者:杜江) | Zhao, Hui (Zhao, Hui.) | Zhang, Zhongzhan (Zhang, Zhongzhan.) (学者:张忠占)

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Scopus SCIE

摘要:

In this paper, we develop a dynamic partially functional linear regression model in which the functional dependent variable is explained by the first order lagged functional observation and a finite number of real-valued variables. The bivariate slope function is estimated by bivariate tensor-product B-splines. Under some regularity conditions, the large sample properties of the proposed estimators are established. We investigate the finite sample performance of the proposed methods via Monte Carlo simulation studies, and illustrate its usefulness by the analysis of the electricity consumption data.

关键词:

62G08 62G20 Autoregressive Hilbertian process Bivariate tensor-product B-splines Functional data analysis Functional time series

作者机构:

  • [ 1 ] [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Zhao, Hui]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

通讯作者信息:

  • 杜江

    [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

STATISTICAL METHODS AND APPLICATIONS

ISSN: 1618-2510

年份: 2019

期: 4

卷: 28

页码: 679-693

1 . 0 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:25

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WoS核心集被引频次: 0

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