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Author:

Gai, Yujie (Gai, Yujie.) | Zhang, Jun (Zhang, Jun.) | Li, Gaorong (Li, Gaorong.) (Scholars:李高荣) | Luo, Xinchao (Luo, Xinchao.)

Indexed by:

Scopus SCIE

Abstract:

We consider statistical inference for partial linear additive models (PLAMs) when the linear covariates are measured with errors and distorted by unknown functions of commonly observable confounding variables. A semiparametric profile least squares estimation procedure is proposed to estimate unknown parameter under unrestricted and restricted conditions. Asymptotic properties for the estimators are established. To test a hypothesis on the parametric components, a test statistic based on the difference between the residual sums of squares under the null and alternative hypotheses is proposed, and we further show that its limiting distribution is a weighted sum of independent standard chi-squared distributions. A bootstrap procedure is further proposed to calculate critical values. Simulation studies are conducted to demonstrate the performance of the proposed procedure and a real example is analyzed for an illustration. (C) 2015 Elsevier B.V. All rights reserved.

Keyword:

Local linear smoothing Profile least squares estimators Restricted estimator Partial linear additive model Distortion measurement errors

Author Community:

  • [ 1 ] [Gai, Yujie]Cent Univ Finance & Econ, Sch Stat & Math, Beijing, Peoples R China
  • [ 2 ] [Zhang, Jun]Shenzhen Univ, Coll Math & Computat Sci, Shen Zhen Hong Kong Joint Res Ctr Appl Stat Sci, Inst Stat Sci, Shenzhen, Peoples R China
  • [ 3 ] [Li, Gaorong]Beijing Univ Technol, Beijing Inst Sci & Engn Comp, Beijing, Peoples R China
  • [ 4 ] [Luo, Xinchao]E China Normal Univ, Sch Finance & Stat, Shanghai 200062, Peoples R China
  • [ 5 ] [Luo, Xinchao]Univ N Carolina, Dept Biostat, Chapel Hill, NC USA
  • [ 6 ] [Luo, Xinchao]Univ N Carolina, Biomed Res Imaging Ctr, Chapel Hill, NC USA

Reprint Author's Address:

  • [Zhang, Jun]Shenzhen Univ, Coll Math & Computat Sci, Shen Zhen Hong Kong Joint Res Ctr Appl Stat Sci, Inst Stat Sci, Shenzhen, Peoples R China

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Source :

STATISTICAL METHODOLOGY

ISSN: 1572-3127

Year: 2015

Volume: 27

Page: 20-38

ESI Discipline: MATHEMATICS;

ESI HC Threshold:82

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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