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作者:

Zhao, Yang (Zhao, Yang.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根) | Zhang, Jinghua (Zhang, Jinghua.) | Liu, Juanfang (Liu, Juanfang.)

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SCIE

摘要:

In this article, we consider the problem of estimation of the single-index varying-coefficient model when covariates are not fully observed. By using the bias-correction and inverse selection probability methods, a weighted estimating equations estimator for the index parameters with missing covariates is constructed, and its asymptotic properties has been established. The local linear estimator for the coefficient functions is proved to converge at an optimal rate. Numerical studies based on simulation and application suggest that the proposed estimation procedure is powerful and easy to implement.

关键词:

Asymptotic properties Estimating equations Inverse probability weighting Missing covariates data Single-index varying-coefficient model

作者机构:

  • [ 1 ] [Zhao, Yang]Nanchang Univ, Sch Sci, Nanchang, Jiangxi, Peoples R China
  • [ 2 ] [Xue, Liugen]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Jinghua]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Juanfang]Henan Normal Univ, Coll Math & Informat Sci, Xinxiang, Henan, Peoples R China

通讯作者信息:

  • 薛留根

    [Xue, Liugen]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China

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来源 :

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

ISSN: 0361-0918

年份: 2020

0 . 9 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:15

JCR分区:3

被引次数:

WoS核心集被引频次: 0

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ESI高被引论文在榜: 0 展开所有

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