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Varying-coefficient single-index measurement error model
Authors:Xin Zhao
Institution:School of Science, Nanjing University of Science and Technology, Nanjing, People's Republic of China
Abstract:This paper proposes a varying-coefficient single-index measurement error model, which consists of measurement error in the index covariates. We combine the simulation-extrapolation technique, the local linear regression and the weighted least-squares method to estimate the unknowns of the current model, and develop the asymptotic properties of the resulting estimators under some conditions. A simulation study is conducted to evaluate the proposed methodology, and a real example is also studied to illustrate our given methodology.
Keywords:Asymptotic properties  measurement errors  SIMEX technique  varying-coefficient single-index model  environmental dataset
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