A general setting for symmetric distributions and their relationship to general distributions

P.E. Jupp, G. Regoli, A. Azzalini

Research output: Contribution to journalArticlepeer-review

4 Citations (Scopus)

Abstract

A standard method of obtaining non-symmetrical distributions is that of modulating symmetrical distributions by multiplying the densities by a perturbation factor. This has been considered mainly for central symmetry of a Euclidean space in the origin. This paper enlarges the concept of modulation to the general setting of symmetry under the action of a compact topological group on the sample space. The main structural result relates the density of an arbitrary distribution to the density of the corresponding symmetrised distribution. Some general methods for constructing modulating functions are considered. The effect that transformations of the sample space have on symmetry of distributions is investigated. The results are illustrated by general examples, many of them in the setting of directional statistics.
Original languageEnglish
Pages (from-to)107-119
JournalJournal of Multivariate Analysis
Volume148
Early online date26 Feb 2016
DOIs
Publication statusPublished - Jun 2016

Keywords

  • Directional statistics
  • Skew-symmetric distribution
  • Symmetry-modulated distribution
  • Transformation

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