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Improved variance estimation under sub-space restriction
Authors:M. Arashi  S.M.M. Tabatabaey
Affiliation:aFaculty of Mathematics, Shahrood University of Technology, Shahrood, Iran;bDepartment of Statistics, School of Mathematical Sciences, Ferdowsi University of Mashhad, Mashhad, Iran
Abstract:For the linear regression model View the MathML source, we assume that for a given positive definite scale matrix View the MathML source, the error vector has a multivariate normal distribution and View the MathML source has the inverted Wishart distribution. For under an orthogonal sub-space restriction View the MathML source, we propose restricted unbiased, preliminary test and Stein-type estimators of variance of the error term, for when the scale of the inverse Wishart distribution is assumed to be unknown. We compare the weighted quadratic risks of the underlying estimators and propose dominance pictures for them.
Keywords:Multivariate Student-t distribution   Inverse Wishart distribution   Restricted estimator   Preliminary test estimator   Stein-type estimator
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