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Second Order Hadamard Differentiability in Statistical Applications
Authors:Jian-Jian Ren  Pranab Kumar Sen
Institution:a Tulane University;b University of North Carolina at Chapel Hill
Abstract:A formulation of the second-order Hadamard differentiability of (extended) statistical functionals and some related theoretical results are established. These results are applied to derive the limiting distributions of a class of generalized Cramér–von Mises type test statistics, which include some proposed new ones for the tests of goodness of fit in the 3-sample problems, the tests in linear regression models, and the tests of bivariate independence, as special cases.
Keywords:Cramé  r–  von Mises statistic  goodness of fit test  Hadamard differentiability  limiting distribution  linear models  M-estimator  statistical functionals  uniform asymptotic linearity  weighted empirical processes
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