Spline estimators for semi-functional linear model |
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Authors: | Jianjun Zhou Min Chen |
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Affiliation: | a School of Mathematics and Statistics, Yunnan University, Kunming 650091, Chinab Academy of Mathematics and System Science, Chinese Academy of Sciences, Beijing 100190, China |
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Abstract: | In this paper, we introduce a semi-functional linear model in which a scalar response variable is explained by a linear operator of a random function and a nonparametric function of a real-valued random variable. We study the spline estimators of the functional coefficient and nonparametric function and obtain the rates of convergence of the spline estimators. Finally, we present some simulation results that illustrate the performance of our estimation method. |
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Keywords: | Functional data analysis Partial linear model Spline estimate Rates of convergence |
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