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Asymptotic distributions of functions of a sample covariance matrix under the elliptical distribution
Authors:Toshiya Iwashita  Minoru Siotani
Abstract:This paper is concerned with asymptotic distributions of functions of a sample covariance matrix under the elliptical model. Simple but useful formulae for calculating asymptotic variances and covariances of the functions are derived. Also, an asymptotic expansion formula for the expectation of a function of a sample covariance matrix is derived; it is given up to the second-order term with respect to the inverse of the sample size. Two examples are given: one of calculating the asymptotic variances and covariances of the stepdown multiple correlation coefficients, and the other of obtaining the asymptotic expansion formula for the moments of sample generalized variance.
Keywords:Asymptotic distribution  asymptotic expansion  elliptical distribution (model)  differential operator method  functions of sample covariance matrix  kurtosis parameter  zonal polynomials    Primary 62H10  secondary 62E20  
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