We consider a functional linear regression model with a real -valued response and a functional random variable with its derivative as covariates. We are interested in testing the null hypothesis of no covariates effect using a spatially dependent sample. We propose two test statistics which take into account the proximity between sites and we establish the asymptotic normality of cross covariance operator between both interest variables. From this result, we derive asymptotic distributions of these both statistics. Then, we illustrate our test procedure by means of a simulation study.
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Hong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R China
Wong, Heung
Zhang, Riquan
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Shanxi Datong Univ, Dept Math, Datong 037009, Shanxi, Peoples R China
E China Normal Univ, Dept Stat, Shanghai 200062, Peoples R ChinaHong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R China
Zhang, Riquan
Ip, Wai-cheung
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Hong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R China
Ip, Wai-cheung
Li, Guoying
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Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R ChinaHong Kong Polytech Univ, Dept Math Appl, Kowloon, Hong Kong, Peoples R China