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Author:

Du, Jiang (Du, Jiang.) (Scholars:杜江) | Zhang, Zhongzhan (Zhang, Zhongzhan.) (Scholars:张忠占) | Xu, Dengke (Xu, Dengke.)

Indexed by:

EI Scopus SCIE

Abstract:

In this article, we develop estimation procedures for partially linear quantile regression models, where some of the responses are censored by another random variable. The nonparametric function is estimated by basis function approximations. The estimation procedure is easy to implement through existing weighted quantile regression, and it requires no specification of the error distributions. We show the large-sample properties of the resulting estimates, the proposed estimator of the regression parameter is root-n consistent and asymptotically normal and the estimator of the functional component achieves the optimal convergence rate of the nonparametric function. The proposed method is studied via simulations and illustrated with the analysis of a primary biliary cirrhosis (BPC) data.

Keyword:

Quantile regression Random censoring K-M estimator 62G20 Partially linear regression models 62G05

Author Community:

  • [ 1 ] [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China
  • [ 2 ] [Zhang, Zhongzhan]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China
  • [ 3 ] [Du, Jiang]Collaborat Innovat Ctr Capital Social Construct &, Beijing, Peoples R China
  • [ 4 ] [Zhang, Zhongzhan]Collaborat Innovat Ctr Capital Social Construct &, Beijing, Peoples R China
  • [ 5 ] [Xu, Dengke]Zhejiang Agr & Forestry Univ, Dept Stat, Hangzhou, Zhejiang, Peoples R China

Reprint Author's Address:

  • 杜江

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

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Source :

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

ISSN: 0361-0918

Year: 2018

Issue: 8

Volume: 47

Page: 2393-2408

0 . 9 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:63

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count: 5

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

Affiliated Colleges:

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