Improved estimates of location in the presence of an unknown scale

  • Ann Cohen Brandwein
  • , William E. Strawderman

Research output: Contribution to journalArticlepeer-review

4 Scopus citations

Abstract

We investigate conditions under which estimators of the form X + aU′Ug(X) dominate X when X, a p × 1 vector, and U, an m × 1 vector, are distributed such that [X1, X2,..., Xp, U1, U2,..., Up]′ σ has a spherically symmetric distribution about [θ1, θ2,..., θp, 0, 0,..., 0]′, where σ is an unknown scale. Brandwein and Strawderman [2] have results for quadratic loss and we extend these results to concave functions of quadratic loss and to general quadratic loss.

Original languageEnglish (US)
Pages (from-to)305-314
Number of pages10
JournalJournal of Multivariate Analysis
Volume39
Issue number2
DOIs
StatePublished - Nov 1991

All Science Journal Classification (ASJC) codes

  • Statistics and Probability
  • Numerical Analysis
  • Statistics, Probability and Uncertainty

Keywords

  • James-Stein estimation
  • concave loss
  • location parameter
  • quadratic loss
  • spherical symmetry
  • superharmonic functions
  • unknown scale

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