An Application of U-Statistics to Nonparametric Functional Data Analysis |
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Authors: | Ke-Ang Fu |
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Affiliation: | 1. School of Statistics and Mathematics , Zhejiang Gongshang University , Hangzhou , China fukeang@hotmail.com |
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Abstract: | Functional regression functions, with explanatory variables taking values in some abstract function space, have been studied extensively. In this article, we aim to investigate the multivariate functional regression function, and propose a nonparametric estimator for the multivariate case. By applying some properties of U-statistics, some asymptotic distributions of such estimator are obtained under different cases. |
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Keywords: | Asymptotic distribution Functional data Multivariate regression Nadaraya-Watson type estimator |
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