Estimation of location parameters for spherically symmetric distributions
Estimation of the location parameters of a px1 random vector with a spherically symmetric distribution is considered under quadratic loss. The conditions of Brandwein and Strawderman [Ann. Statist. 19(1991) 1639-1650] under which estimators of the form dominate are (i) where -h is superharmonic, (ii) is nonincreasing in R, where has a uniform distribution in the sphere centered at with a radius R, and (iii) . In this paper, we not only drop their condition (ii) to show the dominance of over but also obtain a new bound for a which is sometimes better than that obtained by Brandwein and Strawderman. Specifically, the new bound of a is 0<a<[[mu]1/(p2[mu]-1)][1-(p-1)[mu]1/(p[mu]-1[mu]2)]-1 with for i=-1,1,2. The generalization to concave loss functions is also considered. Additionally, we investigate estimators of the location parameters when the scale is unknown and the observation contains a residual vector.
Year of publication: |
2006
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Authors: | Xu, Jian-Lun ; Izmirlian, Grant |
Published in: |
Journal of Multivariate Analysis. - Elsevier, ISSN 0047-259X. - Vol. 97.2006, 2, p. 514-525
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Publisher: |
Elsevier |
Keywords: | James-Stein type estimators Location parameters Spherical distributions Quadratic loss Risk function |
Saved in:
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