On the weighted multivariate Wilcoxon rank regression estimate |
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Authors: | Weihua Zhou Jin Wang |
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Affiliation: | a Department of Mathematics and Statistics, University of North Carolina at Charlotte, Charlotte, NC 28223, USAb Department of Mathematics and Statistics, Northern Arizona University, Flagstaff, AZ 86011-5717, USA |
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Abstract: | Zhou (2010) introduced a multivariate Wilcoxon regression estimate which possesses some nice properties: computational ease, asymptotic normality and high efficiency. However, it is sensitive to the leverage points. To circumvent this problem, we propose a weighted multivariate Wilcoxon regression estimate. Under some regularity conditions, the asymptotic normality is established. We further study the robustness of the proposed estimate through the influence function. By properly choosing the weight functions, our results show that the corresponding estimate can have bounded influence function on both response and covariates. |
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Keywords: | primary, 62J05 secondary, 62G05 |
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