Testing for lack of dependence in the functional linear model |
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Authors: | Piotr Kokoszka Inga Maslova Jan Sojka Lie Zhu |
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Affiliation: | 1. Department of Mathematics and Statistics Utah State University, Logan, Utah 84321, USA;2. Center for Atmospheric and Space Sciences Logan, Utah 84321, USA |
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Abstract: | The authors consider the linear model Yn = ψXn + ?n relating a functional response with explanatory variables. They propose a simple test of the nullity of ψ based on the principal component decomposition. The limiting distribution of their test statistic is chi‐squared, but this distribution is also an excellent approximation in finite samples. The authors illustrate their method using data from terrestrial magnetic observatories. |
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Keywords: | Functional linear model geomagnetism hypothesis testing independence test. MSC 2000: Primary 62G08 secondary 62F03, 86A25 |
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