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Asymptotic Comparisons of Several Variance Estimators and their Effects for Studentizations
Authors:Yoshihiko Maesono
Institution:(1) Centre for Mathematics and Its Applications, School of Mathematical Sciences, The Australian National University, Canberra, ACT, 0200, Australia
Abstract:In this paper we obtain asymptotic representations of several variance estimators of U-statistics and study their effects for studentizations via Edgeworth expansions. Jackknife, unbiased and Sen's variance estimators are investigated up to the order op(n-1). Substituting these estimators to studentized U-statistics, the Edgeworth expansions with remainder term o(n-1) are established and inverting the expansions, the effects on confidence intervals are discussed theoretically. We also show that Hinkley's corrected jackknife variance estimator is asymptotically equivalent to the unbiased variance estimator up to the order op(n-1).
Keywords:Edgeworth expansion  Gini's mean difference  jackknife variance estimator  studentized U-statistics  variance estimation
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