Varying-coefficient single-index measurement error model |
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Authors: | Xin Zhao |
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Institution: | School of Science, Nanjing University of Science and Technology, Nanjing, People's Republic of China |
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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. |
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Keywords: | Asymptotic properties measurement errors SIMEX technique varying-coefficient single-index model environmental dataset |
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