2024 : 11 : 21
Hadi Emami

Hadi Emami

Academic rank: Assistant Professor
ORCID:
Education: PhD.
ScopusId: 23489521
HIndex:
Faculty: Faculty of Science
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Research

Title
Corrected Likelihood Estimation in Semiparametric Linear Mixed Measurement Error Models: Asymptotic Results
Type
JournalPaper
Keywords
Corrected Score Method, Smoothing Spline, Semiparametric Linear Models, Linear Measurement Error Models.
Year
2022
Journal Journal of the Iranian Statistical Society
DOI
Researchers Hadi Emami ، Shaho Zarei

Abstract

this paper is concerned with the estimation problem in semiparametric linear mixed models when some of the covariates are measured with errors. The authors proposed the corrected score function estimators for the parametric and non parametric components. The resulting estimators are shown to be consistent and asymptotically normal. An iterative algorithm is proposed for estimating the parameters. Asymptotic normality of the estimators is also derived. Finite sample performance of the proposed estimators is assessed by Monte Carlo simulation studies. We further illustrate the proposed procedures by an application.